{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The goal of this project is to predict the Crude Oil prices. Monthly petroleum prices can be found at the [Energy Information Administration](https://www.eia.gov/dnav/pet/pet_pri_spt_s1_m.htm). Ever relevant, [Wikipedia](https://en.wikipedia.org/wiki/World_oil_market_chronology_from_2003) has a great write-up on recent trends in oil prices. Also, there is this [Times](http://content.time.com/time/business/article/0,8599,1859380,00.html) article on the spike and drop in 2008.\n",
    "\n",
    "### Introduction:\n",
    "\n",
    "Tthere are different types of crude oil – the thick, unprocessed liquid that drillers extract below the earth – and some are more desirable than others. Also, where the oil comes from also makes a difference. Because of these nuances, we need benchmarks to value the commodity based on its quality and location. Thus, Brent, WTI and Dubai/Oman serve this important purpose. Here, I use the most important WTI to demonstrate the world crude oil price changes.\n",
    "\n",
    "West Texas Intermediate (WTI) – WTI refers to oil extracted from wells in the U.S. and sent via pipeline to Cushing, Oklahoma. The product itself is very light and very sweet, making it ideal for gasoline refining, in particular. WTI continues to be the main benchmark for oil consumed in the United States. Brent Blend – Roughly two-thirds of all crude contracts around the world reference Brent Blend, making it the most widely used marker of all. These days, “Brent” actually refers to oil from four different fields in the North Sea: Brent, Forties, Oseberg and Ekofisk. Crude from this region is light and sweet, making them ideal for the refining of diesel fuel, gasoline. For more information see [Wikipedia](https://en.wikipedia.org/wiki/West_Texas_Intermediate) article. \n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "# Import required packages\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import quandl\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pandas as pd\n",
    "import sklearn.linear_model\n",
    "import sklearn.metrics\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.pylab as pylab\n",
    "params = {'legend.fontsize': 'xx-large',\n",
    "          'figure.figsize': (15, 10),\n",
    "         'axes.labelsize': 'xx-large',\n",
    "         'axes.titlesize':'xx-large',\n",
    "         'xtick.labelsize':'xx-large',\n",
    "         'ytick.labelsize':'xx-large'}\n",
    "pylab.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series\n",
    "<!-- requirement: images/ts_xval.png -->\n",
    "<!-- requirement: projects/timeseries-project -->\n",
    "\n",
    "Time series prediction or forecasting presents its own challenges which are different from machine-learning problems.  \n",
    "\n",
    "Let's first define our time-series as\n",
    "\n",
    "$$ \\{X_t, t = \\ldots, -1, 0, 1, \\ldots\\} \\, . $$\n",
    "\n",
    "In general, while we could use regression to make predictions, the goal of time series analysis is to take advantage of the temporal nature of the data to make more sophisticated models.\n",
    "\n",
    "**Why not regression** : In typical time series analysis, the depended variables are missing. For exmaple, a simple linear regression would take a form of \n",
    "\n",
    "$$ Y = \\beta_0 + \\beta_1 X_1 + ...$$\n",
    "\n",
    "where X_1, X_2 ... are unknown. All we know is Y as a function of time.\n",
    "\n",
    "Here are a few concepts related to time series.  We take $\\varepsilon \\sim N(0, \\sigma^2)$ to be i.i.d. normal errors.  \n",
    "1. **Stationarity**.  Informally, this means that the distribution of the $X_t$ is independent of time $t$.  Formally, a time-series is stationary if for all $k \\ge 0$ and $t$, the following two $k$-tuples have the same distribution:\n",
    "$$ (X_0,\\ldots,X_k) \\sim (X_t,\\ldots,X_{t+k}) $$\n",
    "1. **Drift**.  One reason a time-series might not be stationary is that it possess a drift.  For example, we know that prices tend to creep up with inflation.  Mathematically, we might represent the (log) prices as\n",
    "$$ X_t = \\mu t + \\varepsilon_t $$\n",
    "1. **Seasonality**.  Another reason a time-series might not be stationary is that it posseses a seasonal component.  For example, we know that the temperature increases in the summer and decreases in the winter.  A simple model of this might be\n",
    "$$ X_t = \\alpha \\sin(\\omega t) + \\beta \\cos(\\omega t)$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Crudeoil price dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# To really use the Quandl API. Limited usage doesn't require authtoken.\n",
    "\n",
    "authtoken = None\n",
    "# authtoken = \"your token here\"\n",
    "\n",
    "def get_quandl(what):\n",
    "    \"\"\" \n",
    "    Wrapper around Quandl requests, using authtoken only if available\n",
    "    \"\"\"\n",
    "    if authtoken:\n",
    "        return quandl.get(what, authtoken=authtoken)\n",
    "    else:\n",
    "        return quandl.get(what)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "oil = get_quandl(\"DOE/RWTC\") # This creates pandas data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-01-02</th>\n",
       "      <td>25.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-03</th>\n",
       "      <td>26.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-06</th>\n",
       "      <td>26.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-07</th>\n",
       "      <td>25.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-08</th>\n",
       "      <td>25.87</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Value\n",
       "Date             \n",
       "1986-01-02  25.56\n",
       "1986-01-03  26.00\n",
       "1986-01-06  26.53\n",
       "1986-01-07  25.85\n",
       "1986-01-08  25.87"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x107478710>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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m+8X4TSTwAQAAICuKrxZSXEaWe+XzB7Vtb7stlaf2Ll/kdp8/KI/LOiokejwX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\nEZGB+n+F3aeLAt7ghAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107460f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oil.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "oil['Julian'] = oil.index.to_julian_date()\n",
    "oil = sm.add_constant(oil) # Add a constant field for the linear regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>const</th>\n",
       "      <th>Value</th>\n",
       "      <th>Julian</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-01-02</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.56</td>\n",
       "      <td>2446432.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-03</th>\n",
       "      <td>1.0</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2446433.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-06</th>\n",
       "      <td>1.0</td>\n",
       "      <td>26.53</td>\n",
       "      <td>2446436.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-07</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.85</td>\n",
       "      <td>2446437.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-08</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.87</td>\n",
       "      <td>2446438.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            const  Value     Julian\n",
       "Date                               \n",
       "1986-01-02    1.0  25.56  2446432.5\n",
       "1986-01-03    1.0  26.00  2446433.5\n",
       "1986-01-06    1.0  26.53  2446436.5\n",
       "1986-01-07    1.0  25.85  2446437.5\n",
       "1986-01-08    1.0  25.87  2446438.5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>const</th>\n",
       "      <th>Value</th>\n",
       "      <th>Julian</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-12-21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>34.55</td>\n",
       "      <td>2457377.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-22</th>\n",
       "      <td>1.0</td>\n",
       "      <td>36.12</td>\n",
       "      <td>2457378.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-23</th>\n",
       "      <td>1.0</td>\n",
       "      <td>36.76</td>\n",
       "      <td>2457379.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>37.62</td>\n",
       "      <td>2457380.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-28</th>\n",
       "      <td>1.0</td>\n",
       "      <td>36.36</td>\n",
       "      <td>2457384.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            const  Value     Julian\n",
       "Date                               \n",
       "2015-12-21    1.0  34.55  2457377.5\n",
       "2015-12-22    1.0  36.12  2457378.5\n",
       "2015-12-23    1.0  36.76  2457379.5\n",
       "2015-12-24    1.0  37.62  2457380.5\n",
       "2015-12-28    1.0  36.36  2457384.5"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7570, 3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Let's first check linear regression and support vector regression (SVR) model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:526: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:33: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n",
      "    Future behavior will be consistent with the long-time default:\n",
      "    plot commands add elements without first clearing the\n",
      "    Axes and/or Figure.\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/matplotlib/__init__.py:917: UserWarning: axes.hold is deprecated. Please remove it from your matplotlibrc and/or style files.\n",
      "  warnings.warn(self.msg_depr_set % key)\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/matplotlib/rcsetup.py:152: UserWarning: axes.hold is deprecated, will be removed in 3.0\n",
      "  warnings.warn(\"axes.hold is deprecated, will be removed in 3.0\")\n"
     ]
    },
    {
     "data": {
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sZc+eXYSGhpAzZy7atXuXzp27mWZPLVCgEDNmeLNwoTfHj/tx6NABnJycqFCh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\ndZc/MMI/GI4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112c62e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.svm import SVR\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "future_days = []\n",
    "future_price = []\n",
    "\n",
    "\n",
    "# Create model\n",
    "\n",
    "days = oil[\"Julian\"].to_frame()\n",
    "price = oil[\"Value\"].to_frame()\n",
    "\n",
    "linear = LinearRegression().fit(days, price)\n",
    "svr_rbf = SVR(kernel='rbf', C=1e3, gamma=0.0001).fit(days, price)\n",
    "\n",
    "\n",
    "# Extend a number of days for forecasting the future \n",
    "last_day = 2457384.5\n",
    "for i in range(1, 666):\n",
    "    future_days.append([last_day + i])\n",
    "    future_price.append(np.nan)\n",
    "\n",
    "    \n",
    "# Convert back to float, so, divide every element by 100\n",
    "linear_pred = list(map(lambda x: float(x), linear.predict(days)))\n",
    "linear_pred_future = list(map(lambda x: float(x), linear.predict(future_days)))\n",
    "svr_rbf_pred = list(map(lambda x: float(x), svr_rbf.predict(days)))\n",
    "svr_rbf_pred_future = list(map(lambda x: float(x), svr_rbf.predict(future_days)))\n",
    "\n",
    "\n",
    "# Plot data out\n",
    "plt.hold('on')\n",
    "plt.plot(days, price, color='black', label='Stock Price')\n",
    "plt.plot(days, linear_pred, color='blue', label='Linear Regressoin')\n",
    "plt.plot(future_days, linear_pred_future, color='blue')\n",
    "plt.plot(days, svr_rbf_pred, color='red', label='Support Vector Regression RBF')\n",
    "plt.plot(future_days, svr_rbf_pred_future, color='red')\n",
    "plt.xlabel('Julian Date')\n",
    "plt.ylabel('Oil Price (USD)')\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "665"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(future_days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "665"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(future_price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Exponential Model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>const</th>\n",
       "      <th>Value</th>\n",
       "      <th>Julian</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-01-02</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.56</td>\n",
       "      <td>2446432.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-03</th>\n",
       "      <td>1.0</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2446433.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            const  Value     Julian\n",
       "Date                               \n",
       "1986-01-02    1.0  25.56  2446432.5\n",
       "1986-01-03    1.0  26.00  2446433.5"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We can actually train a simple exponential model using the log(value), then train further models on the error.\n",
    "exponential_model = sklearn.linear_model.Ridge().fit( \n",
    "    X=oil[['Julian', 'const']], \n",
    "    y=np.log(oil['Value'])\n",
    ")\n",
    "\n",
    "exp_model_df = oil\n",
    "exp_model_df['Exponential_Model'] = np.exp(exponential_model.predict(oil[['Julian', 'const']]))\n",
    "exp_model_df['Log_Error_Exponential'] = np.log(oil['Value'] / oil['Exponential_Model'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>const</th>\n",
       "      <th>Value</th>\n",
       "      <th>Julian</th>\n",
       "      <th>Exponential_Model</th>\n",
       "      <th>Log_Error_Exponential</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-01-02</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.56</td>\n",
       "      <td>2446432.5</td>\n",
       "      <td>12.254436</td>\n",
       "      <td>0.735141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-01-03</th>\n",
       "      <td>1.0</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2446433.5</td>\n",
       "      <td>12.256711</td>\n",
       "      <td>0.752023</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            const  Value     Julian  Exponential_Model  Log_Error_Exponential\n",
       "Date                                                                         \n",
       "1986-01-02    1.0  25.56  2446432.5          12.254436               0.735141\n",
       "1986-01-03    1.0  26.00  2446433.5          12.256711               0.752023"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112ff5a90>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ERFSjikvLzbeVCuPPUdNWfGdSbtVGl4jqLAY+IiIiIqpRuYVq823TnL2CYuNc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\nw2KxYLPZcHd3Z9u2bWRlZXH77bcrjtXs4sWLvPbaa3h6evLGG2/Qp08fO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goMcPz4cVxd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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f44610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_model_df[['Value', 'Exponential_Model']].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Advanced Time Series Models:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check for Stationarity in a series?\n",
    "\n",
    "***Plotting Rolling Statistics:*** Plot the moving average or moving variance and see if it varies with time. By moving average/variance I mean that at any instant ‘t’, we’ll take the average/variance of the last year, i.e. last 12 months. But again this is more of a visual technique.\n",
    "\n",
    "**Dickey-Fuller Test:** This is one of the statistical tests for checking stationarity. Here the null hypothesis is that the time series is non-stationary. The test results comprise of a Test Statistic and some Critical Values for difference confidence levels. If the ‘Test Statistic’ is less than the ‘Critical Value’, we can reject the null hypothesis and say that the series is stationary.\n",
    "\n",
    "Statistical tests make strong assumptions about your data. They can only be used to inform the degree to which a null hypothesis can be accepted or rejected. The result must be interpreted for a given problem to be meaningful.\n",
    "\n",
    "***Null Hypothesis (H0):*** If accepted, it suggests the time series has a unit root, meaning it is non-stationary. It has some time dependent structure.\n",
    "\n",
    "***Alternate Hypothesis (H1):*** The null hypothesis is rejected; it suggests the time series does not have a unit root, meaning it is stationary. It does not have time-dependent structure.\n",
    "We interpret this result using the p-value from the test. \n",
    "\n",
    "A p-value below a threshold (such as 5% or 1%) suggests we reject the null hypothesis (stationary), otherwise a p-value above the threshold suggests we accept the null hypothesis (non-stationary).\n",
    "\n",
    "***p-value > 0.05: *** Accept the null hypothesis (H0), the data has a unit root and is non-stationary.\n",
    "\n",
    "***p-value <= 0.05: *** Reject the null hypothesis (H0), the data does not have a unit root and is stationary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "def test_stationarity(timeseries):\n",
    "    \n",
    "    #Determing rolling statistics\n",
    "    rolmean = pd.rolling_mean(timeseries, window=365)\n",
    "    rolstd = pd.rolling_std(timeseries, window=365)\n",
    "\n",
    "    #Plot rolling statistics:\n",
    "    orig = plt.plot(timeseries, color='blue',label='Original')\n",
    "    mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
    "    std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
    "    plt.legend(loc='best')\n",
    "    plt.title('Rolling Mean & Standard Deviation')\n",
    "    plt.show(block=False)\n",
    "    \n",
    "    #Perform Dickey-Fuller test:\n",
    "    print 'Results of Dickey-Fuller Test:'\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
    "    for key,value in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)'%key] = value\n",
    "    print dfoutput"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:5: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=365,center=False).mean()\n",
      "  \"\"\"\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:6: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=365,center=False).std()\n",
      "  \n"
     ]
    },
    {
     "data": {
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nJsXHx9O2bVut51y8eBFI/lG7aNGiVOWquWKqZ1ypUiUqVapEbGysOjF48OAB169fJygo\nCEBrEvb2MwGwtLRMNddSm8uXLzNw4ECUSiWLFy+mSZMm9O7dm/Pnz/P9998zd+5cZs6cyYkTJ5g8\neXKmE+YWLVrQokULoqOjOXv2LCdOnODo0aNcvnwZX19fHj58yObNm1Mt7PL2+ypXrhzx8fFcuXKF\nkJAQQkNDuXHjRpafx9ufkytXrgBQvXr1VHVVn9uUatasSc2aNYmMjOT69evcv3+f+/fvc/XqVfXn\nSVssn376qcbr9O6rUCjUceYU1aqxZmZmQPJn7tatW1hYWLBq1apU9VUJmCpOgE6dOvHjjz+yb98+\nunbtCoCXlxf6+vp06NAhzXtbW1vTrl07IPlvxe3btwkNDeX27dvqZCwxMTHL70kVW1qfxVq1ahEc\nHMyVK1c02jIznwshhNBGEj4hRL7x9rYM48aNY+7cuSxfvpwxY8awZs0a9cIt8N/iLRYWFlqvp0q4\n0loEIztSzl8DUi2UourBeXte19sxZZWFhQWNGzfm4MGDPHv2jKJFi7J3714UCgV2dnZaz1H1iJw8\neZKTJ0+mee1Xr14Bycnq4sWL+eeffzSebdWqValYsSKnT5/WuhH6288EUj+XtMybN4+YmBhmzZpF\nixYtAFiyZAldunTB29sbOzs7fHx8ePbsWba24ihQoAD169enfv36jB07lhMnTjBmzBguX77M4cOH\n1Qt1aKNUKlm1ahUrVqxQb9tQoEABKleuTKVKlXj69GmWn4eqvqptUu4FqJKyd1AlMjKSOXPmsGPH\nDvUCJlZWVtSoUYPSpUtz7do1rbGk7HlNed+0vjNWVlbZSoLSEhoaCvyXeKo+V5GRkSxevDjN81Sf\nSYD27dszZ84cvLy86Nq1q3pPxfr162f4fTp8+DDz5s3j+vXrQHIPcIUKFahSpQq3bt3K1ntSvQdt\nbQf/fcejo6M1jmfmcyGEENpIwieEyNe+/vprbty4weHDh/Hw8OCvv/5SD+lU/WhNa7sC1Y9ba2vr\n3AkW1BtMp7WdwLvsk9e6dWt8fX3Zv38/rVq1IigoKM19C1PG8t1332ms0JiWOXPm8Pfff9OgQQP6\n9++Pvb29+sfr//73v1RD1HLC2bNnAc2hhzY2NixZsoRevXoxf/58ILnHLqMf9xcuXMDDw4N69eox\na9YsrXXq1KnDgAEDmD9/Pnfu3Ek34Vu9ejU///wzVapUYfr06Tg4OFCyZEn09fVZv369xoqSWaVK\n6lIOU1TR9hn59ttvOXjwIG3btqVbt27Y2dlRpEgRAMaOHcu1a9eydN+0el+joqK0JibZpVr91NnZ\nGfjvM6lQKPDy8srUNQoXLkyjRo04fPgwjx8/Zv/+/SQkJKQ7nBOSe7hHjBhBoUKFmDlzJjVq1KBM\nmTIYGxtz+/Ztdu7cma33pPq7o22VW/gvWdWWuAshRHbIHD4hRL6mp6fHrFmzsLa25sSJExrDwMqX\nL0+BAgW4evWq1h+wqqFuCoUi1+K1sLCgXLly3L17V6OXQuXcuXPZvrabmxumpqb4+vqyb98+EhMT\n0xzOCaj35btw4YLW8nXr1rF48WJ1L8yOHTuwtLRk2bJlNG7cWCPBUvWG5HRPhGpu1dtbAjg6OvLt\nt9+qX6c3dE+lePHiPHr0iAMHDqSbWKt6VVLOndNmx44dQPJqms2bN6dUqVLqf2x41+dRtWpVAK37\n050/f17j9evXr/Hz86NixYrMmzePunXrqpO9rMaS3n1DQ0NzdAP6uLg49eqTqvazsLDg008/JSQk\nROv34/Lly/z8888cOnRI43inTp1ISkrCz8+P3bt3Y2Fhoe4RTouXlxeJiYlMnTqVrl27Ymdnpx76\nre2ZZbZXWvW9SqvXPC/+7ggh8jdJ+IQQ+V7RokX5/vvvgeRl1lULHBgZGfHZZ58RERHB7NmzNfY5\nCw0NZf78+ejp6WXYE5DTunbtSnx8PD///LPG8Lhjx45x8ODBbF/XzMyMJk2aEBwczJYtW3B0dKR0\n6dJp1nd2dqZ8+fL4+Pho7DkGycvkz549m9WrV6t7QE1MTIiJiUm1oImXlxeHDx8G0LqX3Lto1aoV\nkNyDGBcXpz7+8OFDNm3apH49ffr0DBeBKVasGO3atePly5eMGTNG64IcN2/e5O+//6Zw4cIavXuq\nxUVSxqBKRlUJsUpQUJA6tuw+j7Zt22JmZsaff/6p8b6ePHnC0qVLNeoaGRmhr6/Py5cvUyWyy5cv\nV+8HmJlYqlSpQpUqVTh06JDGZzEuLo6ff/45W+9Fm7i4ODw9PQkJCaFNmzbqRBOgS5cuxMXFMWPG\nDI3nHRUVhaenJytXrkzV8+nq6oqVlRWbNm3i3LlztGrVKtVCLG9TlYeFhWkcf/jwoXofxpTPTLWA\nTMqYtGnWrBlWVlbs3LlTvVWMyo4dOwgICKB8+fLqxXSEEOJdyZBOIcRHoX379nh7e3P48GGmTJnC\n6tWrARg/fjxnz55l69atXLx4kTp16qh7RCIiIvjqq6/Uw8lyS58+fdi/fz9bt27lypUr1KlTR93z\nVKhQIV68eKHuKcqqVq1asW/fPi5dupThHnX6+vrMmTOHAQMGMHz4cBo1aoRCoeDRo0f4+vqiVCr5\n8ccf1cPsOnfuzNKlS+ncuTOtWrXCyMiI8+fPc/r0aYoWLcqzZ89SbfD9rjw8PDh58iRHjx6lc+fO\n1KtXjxcvXnDgwAFiY2OZNGkSYWFhrF69mm7durF69epU+5ulNG3aNP79918CAgJo3rw59erVo1y5\nciQlJXHz5k2OHz+Oqakpy5YtUy8kAlCiRAkApk6dipOTE6NHj+bzzz/n7NmzDBw4kNatW2Npacm1\na9cIDAykcOHC7/Q8ihUrhqenJxMnTuTzzz/H3d0dIyMjDhw4kGpuWIECBWjdujXe3t506tQJNzc3\nlEolJ06c4Nq1a1lumx9//JF+/foxcuRImjVrhq2tLceOHeP58+dZXrQlLCxMY0Gg2NhYnjx5QmBg\nIE+fPqVmzZr88MMPGucMHDiQoKAgvL29uXTpEg0aNEBfX58DBw7w6NEjWrVqpV5sRcXY2Jh27dqx\ndu1aILnHLyNt27Zl1apVzJs3j4sXL1K6dGkePnyIn58fhoaGGBkZqefcQvLQURMTEy5evMj06dOp\nXr261n8sMjc355dffmHUqFEMGjQIV1dX9T58x48fx9ramnnz5mW6x1AIITIiCZ8Q4qMxbdo02rZt\nq+5h6datG5aWlmzYsIEVK1awd+9eNmzYgLm5OU5OTvTv358GDRrkepzGxsasWLGCJUuWsHfvXtat\nW4etrS2TJ0/m/v37rFq1SiPZyAo3NzfMzMyIjo5OtRG1No6Ojmzbto1ly5Zx9OhRgoKCKFKkCK6u\nrgwZMoRq1aqp644ePRpLS0u2bdvG5s2b1cPvpkyZgqurK82aNePQoUNatw3IroIFC7J+/XqWLVuG\nj48P//zzD5aWljRu3JjBgwdTtWpVlEolBQoU4Ny5c5QvXz7d65mbm/P333/j7e2Nj48Ply9f5tix\nY+jr61OyZEn69u3LgAED1JuQq4wYMYJ79+5x/vx5rl27RseOHenWrRv6+vqsWbMGLy8vjI2NsbW1\nZfTo0fTu3ZvGjRvj7+9PUlJSthL4jh078sknn/D777+zb98+DA0NadasGX369EmV0Pzwww+UKlWK\nPXv2sH79eqysrChTpgxz5syhZMmS9OrVi0OHDqVKlLRxcHBg06ZNLFy4kMDAQI4dO4aTkxPz589n\n2LBhWXoPYWFhGouvGBoaYmVlhYODAx4eHnTs2FFj6wVI7rH8448/WLduHTt37mTr1q0YGRlRpkwZ\nhg8fTufOnbWuntqxY0fWrl1LqVKlqFmzZoax2dvbs2rVKhYuXEhQUBBHjhyhRIkSfPbZZwwfPpwJ\nEyZw/PhxQkJCKFu2LEZGRsycOZMFCxawefNm7t69m+bogCZNmrB582aWLVtGUFAQR48epVixYvTp\n04fBgwdne3EmIYTQRk8pSzsJIYROCQ0NxdraWt1zltK4cePw9vZm8+bNGsmWyFh2EyshhBDiQyb/\nn08IIXTM7NmzcXZ25vLlyxrH79y5g5+fH9bW1ukOSxTaSbInhBDiYyQ9fEIIoWOOHTvG4MGDMTU1\nxd3dnWLFiqnn8MXGxjJv3jz1YiVCCCGEEOmRhE8IIXTQuXPnWLlyJRcuXODZs2dYWVnh5OTEl19+\niZOTU16HJ4QQQogPhCR8QgghhBBCCJFP5YtVOp8+Tb1h8sfC2tqM8PCovA5DvEXaRfdIm+gmaRfd\nI22im6RddI+0iW76mNvFxsZS63GZwf6BMzRMvfS0yHvSLrpH2kQ3SbvoHmkT3STtonukTXSTtEtq\nkvAJIYQQQgghRD4lCZ8QQgghhBBC5FOS8AkhhBBCCCFEPiUJnxBCCCGEEELkU5LwCSGEEEIIIUQ+\nJQmfEEIIIYQQQuRTkvAJIYQQQgghRD4lCZ8QQgghhBBC5FOS8AkhhBBCCCFEPiUJnxBCCCGEEELk\nU5LwCSGEEEIIIUQ+JQmfEEIIIYQQQuRTkvAJIYQQQgghRD4lCZ8QQgghhBBC5FOS8AkhhBBCCCFE\nPiUJnxBCCCGEEELkU5LwCSGEEEIIIUQ+JQmfEEIIIYQQQuRTkvAJIYQQQgjxAXjy5DG//fYr/fr1\npGXLJrRo0Zg+fbrxv//N5vbtW1m+3ooVy2jY0IU9e7yyFc+ePV40bOjCihXLsnV+Vs2aNY2GDV04\nc+ZUrtwvvzDM6wCEEEIIIYQQ6fP23sm8eb8QFxeLo2M12rb9DD09fe7du4uX1w527txG7979GTx4\nOPr6mevTcXKqCYCdnSJbMdnZKRgwYLD6OkI3ScInhBBCCCGEDtu715uffvqB4sVL4Ok5k6pVq2uU\nP3wYxpQpE1izZhVv3kTy9dffZeq6zs4uODu7ZDsuOzt77Ozss32+yB0ypFMIIYQQQggdFR4ezrx5\nP2Nubs6vv/6eKtkDKFnSlkWLllGiREm2bdvM6dMn8yBSoask4RNCCCGEEFny8iVUqGDB558XICEh\nr6PJ33bu3Ep0dDQdO3bB1rZUmvXMzMwYMmQEAFu3blIfV83TO348gK++Go6bWz06dWrDjRvX0pzD\nd+nSBcaNG0ObNs1wd2/ChAlfc/9+CN27d6RLl/bqetrm8I0aNYRWrVx59eolc+b8SIcOLWnatD59\n+nTTiEslNjaWDRvWMnToAFq1csXVtS4dOrRk6tSJ3LmT9XmJIjUZ0imEEEIIIbLE39+QiAg9AgIM\n2bDBiN694/M6pHzr5MkTANSv3yjDug0bNsHY2ITjxwOIjY3FxMREXTZ79g/Y2BSja9cehITcpXz5\nihw96p/qGoGBAXz//Xj09PRxdW1K4cJFOHLkEMOGDSQpKQkLC4sM40hISGDUqCFER0fj6tqM+Ph4\nfH33MX/+LxgYGNCxY2cAkpKSGD/+K86cOUW1ajVo164jiYmJXLx4Hj8/X06cCOSff7ZSpEjRzD4u\noYUkfEIIIYQQIkv09P7773//1Uu74nswbZoJXl55/xNWXx+SkszTLG/fPoFp02Lf+T737t0FoGzZ\nshnWLVCgAMWLF+f+/Xs8e/ZUo0fQzMyM339fgbGxcZrnx8bGMGfOj+jp6fHbb3/i4FAJgEGDhjF6\n9FCuXr2cqYQvJiaGggUL8ccff2NqagpA8+YtGTNmGFu2bFQnfP7+fpw5c4q2bT9j4sSpGtfw9JzI\nwYO+BAQcoUOHzzO8p0ibDOkUQgghhBBZkjLhMzDIuzg+BpGRkQCYm2ecaAEUKlQISJ77l1Jy71/a\nyR7AiRNBPH36hDZtPlMnewCmpqaMHPlVVsKmR49e6mQPkheIsbCwICzsgfpYhQp2TJw4lS+/HJLq\nfCcnl/9/Hy+ydF+RWt7/84gQQgghhPig5GWSN21abI70nL0rGxtLnj59897vU7BgIV68eE5sbAyG\nhhknfVFRUQBYWVlpHC9Z0jbDc69evQyAo2PVVGWOjtUwyELDly5dNtUxc3MLdQKbXKcMpUuXISEh\ngRs3rvHgwX0ePnzI3bu31QvPJCUlZfqeQjtJ+IQQQgghRJbo5e4ozo+ara0tL1485969ECpXdky3\nbnx8PA9sKfKVAAAgAElEQVQePMDQ0BAbm2IaZSl729Ly8uVLAK1z5gwNDbGyss503Np6E/Xe+uAo\nlUo2bFjH+vVrePHiuTpOhcIBOzsFz58/Q6lUZvqeQjtJ+IQQQgghRJbo6//3I1x+j79fjRs35eLF\nCxw+7Jdhwnf8+DHi4mJp1KiJxoItmWVmZgbAmzeRWsujo6MxMjLK8nXTsnnzepYsWYBC4cA330zE\nzk7BJ58UR19fnx07thAUFJhj9/qYyRw+IYQQQgiRJTJvL/e0atWWggULsX37Zu7dC0mzXkxMDMuX\nLwGgU6eu2bpXpUqVAbh06WKqsjt3bhMVlbNDWPfu9QZg7txFNG7sSokSJdHXT05P7t69k6P3+phJ\nwieEEEIIIbJEX35B5hpra2u++WYi0dHReHiM4OLF86nq/Pvvv4wdO5KQkLt07NiZ2rXrZuteDRs2\nwcrKGi+v7dy8eUN9PDY2hiVLfs32e0iLiUnyMNN//32ocfzMmVN4ee0Akrd4EO9GhnQKIYQQQgih\nw5o2bQ78xOzZ0xk+fCDVqtWgUqUqGBgYcP9+CMHBJ4iPj6Nnzz4MHToy2/cxNTVl/PhJTJnyHcOG\nDaBJk6YULFiQoKDjREZGAKh74HJCmzbtuXTpAmPHjqJp0+ZYWFhy69YNTp0KxsrKmhcvnvPq1csc\nu9/HShI+IYQQQgiRJbJwYu5r2rQ51avXYNeu7QQEHGHvXm/i4+P45JPitGnTns8+64hC4fDO92nS\nxI158xbz119/cvToYfT09KlVqzYDBgyhf/+eFChQIAfeTbLPPuuEvr4+W7ZsxNfXB2NjY4oXL8mX\nXw6hc+fudOrUmqCgQJKSknI00fzY6CnzwdI3T59G5HUIeSZ5SeCP9/3rKmkX3SNtopukXXSPtIlu\n0rV22bfPgD59khf4mDAhlq+/jsvjiHKfrrVJToiKekNERAQ2NsVSJVgPHtynZ8/PqVevAXPm5Pzw\nzpySH9sls2xsLLUel1RZCCGEEEJkSVKS7MuQH4WFhdG5czsmTfomVdk///wNgItL7dwOS7yjLA/p\nTEpK4osvvsDIyIg1a9akWzcuLo6OHTty+/Ztrl+/nqpcqVSyZcsW1q5dy71797CwsMDNzQ0PDw+K\nFCmS1dCEEEIIIUQuSEz8778//LFiQsXOTkGNGs4EBBxh8OC+VK/ujFKZxLlzZ7l+/SqVKlXJ9gqg\nIu9kuYdv+vTpnD17NlN1FyxYwO3bt9Ms/+WXX5g8eTIAvXv3xsnJic2bN9OtWzfCw8OzGpoQQggh\nhMgFMocv/5oz51eGDRtFfHwCXl7b2bVrBwkJ8QwaNIzFi5dr3VBd6LZM9/BFRkYyadIk9u3bl6n6\n586dY9WqVWmWX7p0iZUrV1K7dm1WrVqFoWFyKBs2bMDT05Nff/2VadOmZTY8IYQQQgiRS1L28In8\npUCBAvTu3Z/evfvndSgih2Sqh2/Pnj20atWKffv20bhx4wzrx8TEMGHCBBwcHPjkk0+01lENBx05\ncqQ62QPo3r07ZcuWZefOncTExGQmPCGEEEIIkYtSJnx6Mp1PCJ2WqYRv/fr16OnpMXfuXDw9PTOs\nP3/+fEJDQ5k9e7ZGMpdScHAwxsbG1KxZU+O4np4ederUISoqigsXLmQmPCGEEEIIkYtSDumUOXxC\n6LZMJXwjRozA19eXdu3aZVj31KlT/P333wwdOhQHB+17gcTFxfHw4UNKliyJkZFRqvJSpUoBEBIS\nkpnwhBBCCCFELpI5fEJ8ODI1h69evXqZulh0dDSTJk3Czs6OYcOGpVnv1atXABQqVEhruYWFBQAR\nEZnbQ8Pa2gxDQ4NM1c2P0tpzQ+QtaRfdI22im6RddI+0iW7SpXZ58+a//zY3N8HGxiTvgslDutQm\n4j/SLpqyvC1DeubOnUtYWBibNm3S2nOnEh8fD5DmKj+q47GxsZm6b3h4VBYjzT8+5s0ldZm0i+6R\nNtFN0i66R9pEN+lau1y7ZgIk/16LjIzl6VPZeF3oho+5Xd77xuvBwcGsXbuWQYMGUaVKlXTrmpqa\nAv8lfm+Li0v+o2FmZpZT4QkhhBBCiBwiQzqF+HDkSMIXFRXFxIkTqVChAiNHjsywvoWFBfr6+rx+\n/VpreWRkpLqeEEIIIYTQLSkXapFVOoXQbTkypPPixYuEhoYCULVqVa117O3tAbh+/TrGxsaUKlWK\nhw8fkpiYiIGB5vy7Bw8eAFChQoWcCE8IIYQQQuSQn34y5sCBHJ0VJIR4j3Lk22pra8uoUaO0lq1e\nvZqIiIhU5S4uLmzbto3z58/j7OysPq5UKgkODsbU1JTKlSvnRHhCCCGEECIHPH+ux7x5mgu0yLYM\nQui2HEn4SpUqxejRo7WWbd++nYiIiFTlnTt3Ztu2bcyfP58VK1aoF2rZuHEjISEhfPHFF5iYfJwr\nPgkhhBBC6CKZu5f79uzx4scfp2stMzQ0xMLCgjJlytGiRSs++6wT+vrZn7HVsKELxYuXYMsWLwDO\nnDnFmDHDaN26Hd9/Pw2AFSuWsWrVH0ya5EmbNu2zfa931bChC5C8h/e2bbuxsSmWZt3Jk7/j8OGD\nAGzevIsSJUrmSoy6Is/6411cXOjSpQtbtmyhU6dOuLq6cv/+fXx9fSlTpkyaCaQQQgghhMgb75BL\niHdUsaKCRo2aaByLi4sjLOwBAQFHOH/+LCEhd/Hw+Oa9xuHkVBMAOzvFe71PZimVSg4f9qNr1x5a\ny6Oiojh+PCCXo9IteToAe8aMGVSsWJFNmzbx999/U6RIEbp27cro0aMpXLhwXoYmhBBCCCHeYmCQ\nevymDOnMHXZ2CgYOHKq17ObNGwwbNoCtWzfSuXM3Pv209HuLw9nZBWdnl/d2/awoWLAQ0dFRHDp0\nIM2E79ixI8TGxmJmZk5U1ButdfK7LCd8pUqV4vr165mu7+fnl2aZgYEBAwYMYMCAAVkNQwghhBBC\n5DJZkVM32dkpcHNrjo/Pbk6fDn6vCZ8uMTMzw9GxGsePB/Ds2TOKFi2aqo6fny+ffFKcEiVKcu7c\nmTyIMu/JEktCCCGEECLbJAnUDdbWyaPjIiIiNY7Hxsbwzz9rOHhwP2FhoZiYmGBvX5kePXpRr16D\nLN9H2xy+Ll3aY2FhyU8/zWXp0sWcPBlEdHQM5ctXoGfPPjRr1uKtmGJZu/YvfH19ePLkCcWKfUKn\nTp0pVMiKmTM9szQ/sGnT5gQGHsXf/yCdO3fXKHvzJpITJ47TuXN3rl69rPX8J08e89dffxIUFMiL\nF8+xti5M3boN+PLLwanmBUZGRrJx4zoCAvwJDQ0lISEea+vC1KpVhwEDhlC8eHF13VGjhnDr1g02\nbtzB8uW/ERDgT0REBLa2pejYsQudO3fL1PvLCZLwCSGEEEKITJHhm7opKSmJ4OAgQHNuXWRkJKNH\nD+HmzRuUL1+BDh0+JyLiNQEBRxg//iuGDBlB375f5kgMr169ZOjQAVhaFqRlyza8evWKgwf34+k5\nEQsLC+rUqQdAQkIC48aN5ty5M1SsqKBTpy48efKYJUt+zdZiKo0aNcHY2JhDh1InfEeOHCYuLo5m\nzdy1Jnx37txmzJhhvHr1knr1GlK2bDlCQx+we/dOjh07wuLFyyldugwA0dHRDBv2Jffu3aV27XrU\nqlWX2NgYTp0KZvfuXZw+fZJ167ZoLDqZkJDAqFFDiI6OxtW1GfHx8fj67mP+/F8wMDCgY8fOWX6/\n2SEJnxBCCCGEyLbcTgLNp03GxGtH7t5UG309Ciel/eZj23fkzbSZ7zWEmJgYHjy4z9q1q7h9+yaV\nKztSu3ZddfnSpYu4efMGHTp8ztix32JomPzTPywslNGjh/LHH79Ts2ZtqlRxfOdYnj59QrNm7kyZ\nMkN9H2dnF2bPnsGWLRvUCd/27Vs4d+4MzZq1YMqUH9R1Dx8+yOTJ32X5vubmFtSuXZfAwACeP3+G\njY2luszPz5dSpUrj4FBJ67kzZ07l9etXzJnzK3Xr1lcfP3bsKN99N5bZs6fz++8r1XGHhNxh0KBh\n9O8/SF03KSmJESMGcenSBc6fP6vx/GNiYihYsBB//PE3pqamADRv3pIxY4axZcvGXEv4ZK0lIYQQ\nQgiRKdqSO+n1yx1793rTsKGLxv+aN2/IgAFfcOjQQVxdmzFnzgL1tgzx8fHs27eHggUL8dVX36gT\nKwBb21IMHjwcpVLJrl3bcizG3r37a9ynUSNXAEJDH6iP7d69CwMDA0aP/lqjrqtrs2wvBtO0aQuS\nkpLw9z+kPvb69WtOnjyRajipytWrl7lx4zpNmjTVSPYAGjRoRK1adbh48QIhIXcBqFWrNuPHT0q1\nOIy+vj41aiTvKR4e/iLVfXr06KVO9iA5CbawsCAs7EGquu+L9PAJIYQQQohM0YWE7820me+95ywz\nbGwsefE0Itful3Jbhvj4eIKDg7hx4xply5Zj1qw5lClTVqP+gwf3iI6Oxsmppnq/65SqV3cC4ObN\nzC/GmBHV8EcVS8vk3raEhAQgeRuJW7duULKkLUWL2miN6cyZU1m+b8OGjTE2NuHQoQMMHZo8RPXI\nET8SEhJo1sxd6zlXr14BkpO0FSuWpSqPjo4GUD9jOzt77OzsiY2N5cqVS4SGPuDhwzBu3brJ6dMn\ngeTevreVLl021TFzcwsiIyNTHX9fJOETQgghhBDZJj18uePtbRmGDRvF0qWLWbv2L77//lsWL16O\nlZWVulyVUJibW2i9nmpBElVikxNSzl+D5E3RIXmvPIDXr18BUKRI6tU0Aa1JYGaYmZlTt259AgL8\nefbsGWDCwYO+lC9fgfLlK2g9JyLiNQDnzp1Jd/VOVczx8fGsXLmc7ds3p3i25jg4VKFcufJcuHBO\n/T5T0pZs6+XySkeS8AkhhBBCiExRKmVJTl0ydOhI7ty5RWBgAFOnTmDBgt/UQzpVid7Tp0+0nqtK\neAoVstJa/j6YmZkByatnahMVFZXtazdt2pwjRw6xf/9+XFwacubMKb78ckg6sZgDMHKkBz179s7w\n+r/9tpDNm9dTq1YdunfvRYUKFdVJ8++/L+LChXPZjv19kzl8QgghhBAiU7T15mkZxSZyiZ6eHhMm\nTMHKyoozZ06xYcM6dVmZMmUxNTXl1q0bWocPqoZOptUD9j6YmZlTunQZ7t+/x+vXr1OVX758MdvX\nbtCgMSYmJvj6+uLvf5DExESaN2+ZZn2Fwh4gze0atm3bzMqVy3n06CGQPIfSwsJCvcBLyi0b7t69\nA6C1h08XSMInhBBCCCGyTUd/4340Chcuwpgx3wCwYsVSwsJCATA0NMTdvTWRkZEsWjRPPY8O4NGj\nhyxf/ht6enq0bt0uV+Nt164jCQkJLFmygMTERPXxkyeDOHr0cLavW6BAAerVa0BwcDDe3rtwcKiM\nrW2pNOtXrVqdMmXKcujQAQICjmiUXbhwjoUL57Jp03p1D6iJiQkxMTGpFmbZv9+H48cDADSesS6R\nIZ1CCCGEECJTdGHRFpGau3srDhzwITAwgF9+mcWvv/4OwIgRX3H58kV2797F1auXcXauRUTEa44d\nO0JkZCSDBg2jatXquRpr16498Pf3Y/fuXdy4cQ1nZxceP/6Xo0f9sbQsyMuX4ephqVnl5taCw4f9\nuHbtCiNHeqRbV19fnylTfsDDYwQTJnxNnTr1qVChAo8f/8uRI4dRKpVMnDhVPQy1TZv2rFmzikGD\n+uLm1gwjI2MuX77IhQvnKFy4CC9ePFfP99M10sMnhBBCCCGyTYZ06oZx4yZgZmbO6dMn2bVrOwAW\nFhb8/vtKBgwYTGJiIjt3biUo6BiOjtWYP3+xxn5yucXIyIj58xfTs2cfXr16xdatm7h9+xYeHuNp\n2bINkNxblx0NGjTCzMwMPT29NLdjSMnBoRIrV66lffuO3L17m02b1nPx4gXq1WvI0qUradLETV13\n4MChjBgxBktLS7y8drBv3x6SkpIYO3Y8y5atAiAw8Gi24n7f9JS6Otg0C57m4pK4usbGxvKjfv+6\nStpF90ib6CZpF90jbaKbdKVdnjzRw9FRc9XHkSPj8PSMzaOI8o6utMmH5tGjhxQqZKXuOUtp+vTJ\n+Pr68Mcfq6lUqUq2rv8xt0vKTedTkh4+IYQQQgiRKTKkU7yrhQvn4e7emOvXr2kcv38/hIAAf6ys\nrKhYUZFH0eVPModPCCGEEEJkKC4OBgxIPdROEj6RFZ9/3oXAwKOMHj2UJk3cKFrUhidP/uXIEX/i\n4uKYNMkTIyOjvA4zX5GETwghhBBCZMjf34BTpwxSHZc5fCIratWqy5Ilf7JhwxpOnz5JePgLChYs\nSO3adejZsw+OjtXyOsR8RxI+IYQQQgiRIT3Zc13kEEfHqsyc+Uteh/HRkDl8QgghhBAiQ2mNspMh\nnULoNkn4hBBCCCFEhtJK+GRIpxC6TRI+IYQQQgiRISMjza682bNjADh7NvW8PiGE7pCETwghhBBC\nZOjtHr569RIBOH1aEj4hdJkkfEIIIYQQIkuKFElCX35FCvFBkK+qEEIIIYTIUMq5eqVLK2XVTiE+\nEJLwCSGEEEKIDKVM+PT1ZZsGIT4UkvAJIYQQQogMvZ3wJSTkXSxCiMyThE8IIYQQQmRIqfyvS09P\nTykJnxAfCEn4hBBCCCFEhlJusK6nB/HxeReLECLzDPM6ACGEEEIIoftSDuk0MID4eJnElxv27PHi\nxx+nay0zNDTEwsKCMmXK0aJFKz77rBP677B8asOGLhQvXoItW7wAOHPmFGPGDKN163Z8//00AFas\nWMaqVX8waZInbdq0z/a9ckJsbCzbtm3G39+Pe/dCiI2NoXDhwjg4VKFt28+oV69BqnPevInEy2sH\nPXr0ztQ9Zs2axt693ixcuBRnZ5ecfgu5QhI+IYQQQgiRobfn8CmVadcVOa9iRQWNGjXROBYXF0dY\n2AMCAo5w/vxZQkLu4uHxzXuNw8mpJgB2dor3ep+MvHr1klGjhnD37h0qVapCs2bumJub8+rVcw4e\n9OPw4YO0b9+Rb7/9Hr0UKwz17NkZY2PjTCd8+YEkfEIIIYQQIkMpEz49PahVKzHvgvkI2dkpGDhw\nqNaymzdvMGzYALZu3Ujnzt349NPS7y0OZ2cXnejpWrp0MXfv3mH8+El06PC5+riNjSU3btxn9Ogh\neHntwMWlDs2atVCXv3jxnOLFS+RFyHlG5vAJIYQQQogMvd2jZ2gIpUsnYWubpP0EkWvs7BS4uTVH\nqVRy+nRwXoeTK44ePYyFhYVGsqdibW3NsGGjATh0yDe3Q9M50sMnhBBCCCEylKQlr9PT035c5D5r\n68IAREREahyPjY3hn3/WcPDgfsLCQjExMcHevjI9evTSOsctI9rm8HXp0h4LC0t++mkuS5cu5uTJ\nIKKjYyhfvgI9e/bR6GFLjimWtWv/wtfXhydPnlCs2Cd06tSZQoWsmDnTM1PzA+Pj44mOjiYsLBRb\n21Kpyl1cajNjxk+ULFkS+G8+IsC//z6iYUMXatRwZvHi5QBERUXx998rOXjQl+fPn/Hpp6Xp23dA\nlp+PLpKETwghhBBCZChlD9/Vq8mDxPT0cn8u37Rpk/Hy2pG7N9VCX1+PpKS033z79h2ZNm1mrsSS\nlJREcHAQoDm3LjIyktGjh3Dz5g3Kl69Ahw6fExHxmoCAI4wf/xVDhoygb98vcySGV69eMnToACwt\nC9KyZRtevXrFwYP78fSciIWFBXXq1AMgISGBceNGc+7cGSpWVNCpUxeePHnMkiW/UqJEyUzfr06d\n+vj5+TJixCC6dOlOw4ZNKFeuvLrc1NSUpk2bq1+XKFGSAQMGs2rVH1hYWNC1a0/1/WJjYxk9eijX\nr1/FwaEyjRs34e7du3h6TqJIkaI58nzykiR8QgghhBAiQyl78p49S074ZPGWvBUTE8ODB/dZu3YV\nt2/fpHJlR2rXrqsuX7p0ETdv3qBDh88ZO/ZbDA2Tf/qHhYUyevRQ/vjjd2rWrE2VKo7vHMvTp09o\n1sydKVNmqO/j7OzC7Nkz2LJlgzrh2759C+fOnaFZsxZMmfKDuu7hwweZPPm7TN/Pw+Mb7ty5TUjI\nHZYtW8KyZUuwsrKmVi0XqlZ1pnFjN4oW/S9ZK1GiJAMHDv3/hM9SYz7khg1ruX79Kp991olvvpmo\nXul0x46t/O9/s9/52eQ1SfiEEEIIIUSGdGVI57RpM3Ot5yw9NjaWPH0akWv327vXm717vbWW6evr\n4+rajPHj/0tW4uPj2bdvDwULFuKrr75RJ1YAtralGDx4OLNmTWPXrm05kvAB9O7dX+M+jRq5Mnv2\nDEJDH6iP7d69CwMDA0aP/lqjrqtrM5ydXThz5lSm7lW4cBFWrlzLjh1b2b9/L9evX+Xly3B8fX3x\n9fVl0aJ5dO/ei8GDh2NgYJDutfbt24ORkREjRnylsa1Fx46d8fLawfXrVzP7CHSSJHxCCCGEECJD\nb96k3ncvKQmePtUnMhIsLPIgqI9Iym0Z4uPjCQ4O4saNa5QtW45Zs+ZQpkxZjfoPHtwjOjoaJ6ea\nGBsbp7pe9epOANy8eT3HYixduozGa0tLSyB5GCckbyNx69YNSpa0pWhRG60xZTbhAzA2NqZbt550\n69aT8PBwzp07zdWrFzh40I/Hj/9l7dq/iImJSXeritjYGO7fv0eFChWx0PIhrl69xgef8MkqnUII\nIYQQIkNPnqRO+O7eTf4p6eFhmtvhfHRU2zIMHDiUYcNGsXLlWnr37k9IyF2+//5bXr58qVE/MjJ5\n8RZzc+2ZuI1NMQCio6NzLEYTExON16r975T/P+739etXAGnOi9OWBGaWtbU1bm7N8fT0ZNOmnYwd\n+y16enps376ZV69epnleRERyL21az6lgwULZjklXSMInhBBCCCEyFB6eOuFTOXYs/SFz4v0YOnQk\n9es3JCTkDlOnTiApxfhaVQLz9OkTredGRLwGoFAhq/cf6P8zMzMD4M2bSK3lUVFRmbrOtm2b6dSp\nDbt379JabmBgQOfO3XBxqU1iYiJhYaFpXsvSsiAAkZHah+fmZEKcVyThE0IIIYQQGZo3zyTNMlm4\nJW/o6ekxYcIUrKysOHPmFBs2rFOXlSlTFlNTU27duqHu7UtJNXSyfPkKuRavmZk5pUuX4f79e7x+\n/TpV+eXLFzN1nUKFCvH06RMOHkx/jz1VD6OqN1MbExMTKlSoyL17Ial6SbMSky6ThE8IIYQQQqRL\nEjrdVbhwEcaMSZ6jtmLFUnVvlqGhIe7urYmMjGTRonnqeXQAjx49ZPny39DT06N163a5Gm+7dh1J\nSEhgyZIFJCYmqo+fPBnE0aOHM3WNJk2aUqKELcHBx/n990XEx8enquPnd4BTp4KpW7e+RsJnaGhI\nfHycRt327TuSmJjIggVzNJ6Tn98Bzp07k8V3qHtk0RYhhBBCCJGuFL/LtVIq0x7uKd4/d/dWHDjg\nQ2BgAL/8Motff/0dgBEjvuLy5Yvs3r2Lq1cv4+xci4iI1xw7doTIyEgGDRpG1arVczXWrl174O/v\nx+7du7hx4xrOzi48fvwvR4/6Y2lZkJcvwzVWytTG0NCQ//3vV8aOHcm6davx8fGmVq26/5/YJXDy\n5GmuXbtCmTJlmTTJU+PcTz4pTlhYKD/8MJVKlSrTpUsPOnXqSmDgMQ4c2MedO7dwcanNo0cPCQg4\nQqlSpQkNvf8en8j7Jz18QgghhBAiXRklfOnN7xO5Y9y4CZiZmXP69El27doOgIWFBb//vpIBAwaT\nmJjIzp1bCQo6hqNjNebPX0z//oNyPU4jIyPmz19Mz559ePXqFVu3buL27Vt4eIynZcs2ABQoUCDD\n65QpU5Z167YwYsQYPv20DMHBQaxfv4adO3diYGDAyJEerFy5jsKFi2ic9803EylTpiwHD+5ny5ZN\nQPKcv19+mc/QoSOJj49nx46t3L17l2++mUiLFi1z/iHkMj2l8sPvpM/NPVB0TW7vASMyR9pF90ib\n6CZpF90jbaKb8rpd3ryBcuUsNY49eRJBsWKWGq8/JnndJh+qR48eUqiQlXoBl5SmT5+Mr68Pf/yx\nmkqVqmTr+h9zu9jYWGo9Lj18QgghhBAiXRn18AmRWQsXzsPdvTHXr1/TOH7/fggBAf5YWVlRsaIi\nj6LLn2QOnxBCCCGESFeKdSyEeCeff96FwMCjjB49lCZN3Cha1IYnT/7lyBF/4uLimDTJEyMjo7wO\nM1+RhE8IIYQQQqQrIUHm6ImcUatWXZYs+ZMNG9Zw+vRJwsNfULBgQWrXrkPPnn1wdKyW1yHmO5Lw\nCSGEEEKIdKXYz1uId+boWJWZM3/J6zA+GjKHTwghhBBCpEuGdArx4ZKETwghhBBCpEsSPiE+XJLw\nCSGEEEKIdKlW6dTXT383r5gYuHJFfl4KoUvkGymEEEIIIdKVmJi8aEtGiycOGlQAV1dzTp6Un5hC\n6Ar5NgohhBBCiHSphnSWLJncw1esWPIqLqVKaa7msn9/8nqAly4Z5F5wQoh0ySqdQgghhBAiXaoh\nnS1aJKBQJNG0aXIGuHVrFHXqWKgTQBU92cVBCJ2R5YQvKSmJL774AiMjI9asWZOq/NChQ/z1119c\nunSJ2NhYbG1tcXd3Z/jw4ZiZmWnUVSqVbNmyhbVr13Lv3j0sLCxwc3PDw8ODIkWKZP9dCSGEEEKI\nHKPq4TMwgL5949XHy5VTYmiopEyZ9Of2CSHyTpaHdE6fPp2zZ89qLVu1ahXDhg3j8uXLuLu706tX\nLwoUKMDy5cvp3bs3UVFRGvV/+eUXJk+eDEDv3r1xcnJi8+bNdOvWjfDw8Gy8HSGEEEIIkdNUCZ+h\nYerEztAQTp40YOtWGTgmhC7K9DczMjKSSZMmsW/fPq3ljx8/Zu7cuRQpUoRt27ZRvHhxILlH8Pvv\nv2fbtm2sXLmSUaNGAXDp0iVWrlxJ7dq1WbVqFYaGyaFs2LABT09Pfv31V6ZNm/aOb08IIYQQQrwr\n1R1mZC8AACAASURBVKIthlp+ORr8/3S94cMLqI/JkE4hdEemevj27NlDq1at2LdvH40bN9Za5+DB\ng8THx9OrVy91sgegr6/PmDFjADh8+LD6uGo46MiRI9XJHkD37t0pW7YsO3fuJCYmJstvSAghhBBC\n5CzVHD4DLWuxaEsChRC6I1MJ3/r169HT02Pu3Ll4enpqrVOlShU8PDxwc3NLVWZsbAzAmzdv1MeC\ng4MxNjamZs2aGnX19PSoU6cOUVFRXLhwIdNvRAghhBBCvB//DelMXaZtmKcQQndk6t9kRowYgZOT\nE6ampoSGhmqtU716dapXr661zMfHBwB7e3sA4uLiePjwIWXLlsVIy4YupUqVAiAkJITatWtnJkQh\nhBBCCPGepNfDp+2YDOkUQndkKuGrV69etm/w6NEjFi1aBEDPnj0BePXqFQCFChXSeo6FhQUAERER\n2b6vEEIIIYTIGW/eJGdwBgape/OePJFtnYXQZe911PWzZ88YOHAg4eHh9OjRgzp16gAQH5+8nK9q\nqOfbVMdjY2MzdR9razMMDT/eDT5tbCzzOgShhbSL7pE20U3SLrpH2kQ35WW7DByY/H+trEyxsTHN\nsL6lZebqfejku6KbpF00vbeE78GDBwwaNIiQkBDc3NzU2y8AmJom/wFQJX5vi4uLA0i1b19awsOj\nMq6UT9nYWPL0qfSE6hppF90jbaKbpF10j7SJbsrLdkn+uZb8AzomJoanT9/+/Zb6x3VkpLZ6+Yt8\nV3TTx9wuaSW676UP/uzZs3Tt2pWQkBDatGnDokWLNObqWVhYoK+vz+vXr7WeHxkZqa4nhBBCCCHy\nzoUL//1c1DZfTwih23I84Ttw4AD9+vUjPDycfv36MXfu3FQLsxgbG1OqVCkePnxIomoWcAoPHjwA\noEKFCjkdnhBCCCGEyIKEhP9WYJGET4gPT44mfP7+/nh4eBAXF8fEiROZNGkS+vrab+Hi4kJMTAzn\nz5/XOK5UKgkODsbU1JTKlSvnZHhCCCGEECKL/o+9O49vosz/AP6Z3L05C3KfgojIfYOoqLgKAoLA\nyirKeosr6oq4qOt9i+ux3vjDa0EQQXZRQAFF5BA5RQQFSoFKoaWFtmnu+f0xTDOTTJJJmrSh+bz/\nsU0mkycHvubT7/N8H5/P/7PewMcunUTJI26Br7CwEH//+9/hdrvxyCOPYMqUKWGPv/rqqwEAs2fP\nrlqzBwDz589HXl4exo4dC6vVGq/hEREREVEM5D34AMBgCO7Sef75wbO1iCh5xK1pyzvvvIOTJ0+i\nUaNGKCoqqtqKQSkrK6sqCPbu3Rvjxo3DwoULMWbMGAwbNgz5+flYuXIlWrdujWnTpsVraEREREQU\nI2WPPa3KXaNG3HidKJnFLfB99913AKStGF577TXNY5o3b66q/D322GPo0KEDPv30U3zwwQdo2LAh\nxo8fj2nTpqFBgwbxGhoRERERxShEU/UqWiGQUzqJkkfUga9FixbYs2dP0O0rVqyI+smNRiNuuOEG\n3HDDDVE/loiIiIgSz273pzeGO6IzT0K2ZSAiIiKiukHRagFavfgY+IiSGwMfEREREYXkcERf4RME\nrusjShYMfEREREQUUnm5/2eGO6IzDwMfEREREYXk9Yav8DmdnNNJlMwY+IiIiIgoJK9imz3lJuyy\n1auDewByXR9R8mDgIyIiIqKQlIFP5OxNojMOAx8RERERhcTAR3RmY+AjIiIiopCU0zj1Bj5O6SRK\nHgx8RERERBQSK3xEZzYGPiIiIiIKye1muY7oTMbAR0REREQheTz+n1nhIzrzMPARERERUUhut/9n\nBj6iMw8DHxERERGFpK7wBU/vNBiYAgNt3GjErFlW1XtHVFuCd8okIiIiIjpNuYZPq8LXoIGIoiJ1\nEEz1Lp0jR6YDAPr39+LKK5n6qHaxwkdEREREISmndCq3aJC9+qqj5gZzhikoSPHkS0mBgY+IiIiI\nQlJOS7TZgkt8F1/sxbPPMvRpMZtrewREDHxEREREFIZc4Rs1yo3Ro7WnJ15zjVv1e6pO6fR6gVGj\n0qp+t1hqcTBEpzHwEREREVFIHo+U3l5+2REywJjYFQIAcOiQgA0b/G8GG9pQMmDgIyIiIqKQ5Apf\nuFAXeJ/DkZolvsD3wedLzfeBkgsDHxERERGF5HRK/w03PdEQcEX58MPWxA0oiRmN6t+93toZB5ES\nAx8RERERhXTkiAEWixgU6pQEATCZ/NMX7fbUrGwFrl3U6mpKVNMY+IiIiIhIU1kZkJ9vgMsVOcBx\nHV/wPoWpEvhKS7kFRTLjP00iIiIi0lRYqP8iPnA6YyoKDHipEvg6d86Ezyfg2LGy2h4KaWDgIyIi\nIqIgDz9sRWWl/uNZ4Qtes5cKge/gQaGqOY3bzb0HkxH/aRIRERFRkDffjG4TOWkNX2pP6wsMeKnQ\ntGXaNFvVz6dOCWjYkFtRJBuu4SMiIiKisEaMcEc8hlM6Ez+lMxkrhidP+kP+qVO1OBAKiYGPiIiI\niFQCK1PNm0eu2nBKJ+B2qyucXm/8Kp53321F06ZZVdtkJAtl99ZU3X8x2THwEREREZGKy6X+Xc+6\nLAY+/yb1ssCundXxySfSFNsjR5IrVCkDXzJWIImBj4iIiIgCBAYXszlycuGUzuD3LRFr+FasSK5k\nrQx8+fmMFsmInwoRERERqQTuu6evwsdmHYms8MkeftgW+aAapKwG33OPtfYGQiEx8BERERGRCqd0\nxqawUH1pnYjABwAbNtR+OfXnnw2oqACOHvW/5uLi+EQLtzv4O0ix4z9NIiIiIlKJJfBxSidw773q\n6luiAt+oUem1usn51q0GXHZZRsLO36tXBk6cEHD4cHnCniOVsMJHRERERCqB3Sb1rOFjhQ/o10+9\naC9Rga+27dmTuAhRXi5VDQOnFVPsGPiIiIiISIUVvti0bq1uU5nIwHfwYO0FokR+1gsX+r9sHk/i\nnieVMPARERERkUpwl87Ij2HTluCunIkMfP/5j44PJUH0fB9ipfzu7d7NqBIPfBeJiIiISCW4wscp\nnXrU5D50jRrVXsBO5Gdtsfh//ve/LaEPJN0Y+IiIiIhIJXANn54LfOUx06Y54zyiM0NNVvgaNhRr\nbY3g7NmJC2LKff06deJO7vHAwEdEREREKs6AvGbRcX1/9tn+i/NETvlLZoEVvngGsqZN1Sc3mYCz\nzsrEtGk1vy/fzp2JW8SnXLd36lTCnialMPARERERkUrgGj49TTqys/3ppianNiYTrzdxjVQCG5ic\nOCHA5xMwf37dStfKKmlengFbthhQzt0ZqoWBj4iIiIhUdu1SJzw9gU95TF3djiAUUQS2bzcEVUbj\n+T44HOoweSa/x6IIFBZqh2NlsP3f/0wYMSIDf/tbzVcx6xIGPiIiIiJSeeYZq+p3gyFyukjlwLd4\nsQmXXJKBRYukatvLL1cCiO/7ENhI5/33z9zK3uuvm3HeeZn44ovgxaEnTviDoChKPy9deua+1mTA\nwEdEREREKo0aqedkGnRcMSoDX6pN6Vy7Vl0CzcqS/huvwOfzIWgj8t27z9yND+fOlRaFfvmlOvBN\nn27Fyy9btR5C1cDAR0REREQqt96qXsS3bl3kNp2CIo/IlZlU4fGoX68cfuMV+AKre8nonHO8qFdP\n3wuW/yAQOFX444+5DUMiMPARERERUViHD0cOcEZj6jZtCWxyI29CH6/gq1wbGFh9TRY2G1BaKgRt\nTaFFPsZkElFcLOAvf0nDggXqPyo0bpycr/NMxMBHRERERCqBlSk9lapUXsMXGHDlKbDxeh+cTik4\nXnWVG1df7YlwdOK1ahUcxjIzpRc7bFh6xMfLjVmMRuCdd8xYvtyEO+5IUx1z7rkMfPHCwEdERERE\nKoFBpWPHyBffqRz4AsmBJn6BT/qvxZIc761WBTcjQxrYnj2R1xbKjzcYgJde0l6z16wZA1+8MPAR\nERERkUrgBf3o0ZGrSsrGLskQSmpTkybSG7BmTXwaq8hr+Gw2UdeUyUQL/H788EM50hWFvVBbLgBA\nZSVQVCR9WUxhloZ+8gnX88ULAx8RERERqQRe0HMfPv0aNvRVNbCpTifNwkIBPXtmYNkyU9UefBZL\n8HrBmiaKQEGBOkJ06CCqmvYsWxY6yc2Z499iQRn4evVKgiRbRzHwEREREZFKYOATdPQeSeXAp3x/\nbrvNrfq9tDS2c37yiRmHDxswZUpa1ZROqxVwu2u3A+qBA+rnX7TIDgD47DN/kJs/P/S+ecrx799v\nQHq69GWx2+M5SlJi4CMiIiIilRdeiGXj9dTt0qlkMqmrXWefnYVFiyJvawEAK1YYcccdtqD3T96D\nz2YTMWBA7TZtqaiQxjJ4sAdHjpRh8ODgytzBg6FDaXm5/+eVK03IyZG+N8pq6O+/l2HEiFouZdYh\nDHxEREREVG1cwycxGoMroosWha54KU2enI4FC8zYuVN9ie5wSP+1WoEJE9SBr2PHmp0KKa8hPO88\nH8yKl/X665VVPxcXh44YjRqpvxxaaxKzs4E+ffyp94ILar8z6ZmMgY+IiIiIwvJ69ezD5/85lQNf\nWlrwbStW6KvwyQJDkH9Kp6hrem0iyR1I5b0GZf366Que6QG7NiRDE5q6LurA5/P5MHHiRPzlL3/R\nvP/QoUO49957MWTIEHTv3h3jxo3DsmXLNI8VRRELFizAVVddhe7du2Pw4MF46KGHUFxcHO2wiIiI\niChB9EzRVAa+VJvSqQxh6enVD2WBgVneh8+qsYOBz1ezCdDjkZ4vsMNmq1b6Ur5yE3kgdDWwosL/\ncyr/ASEeog58jz76KLZu3ap536FDhzBx4kSsWLECgwcPxqRJk1BcXIzp06fj/fffDzr+ueeew6xZ\nswAAkydPRo8ePbBgwQJcc801KCkpiXZoRERERJQA0Qa+VL5A93r1NbkJp7DQoNraQJ7SabMFH1vT\n77VckdPq3Nq/f+Spl5WV4d+cp5+WXuz//udPlKn8fYoH3YGvvLwcd911F+bNmxfymCeffBJFRUV4\n88038fTTT2PGjBlYsmQJ2rVrh5deegkFBQVVx/7888+YM2cO+vbti88++wz33XcfXn31Vfzzn//E\n4cOH8a9//at6r4yIiIiI4kLPVgCHDtXyXMMksXmzUTPwRRNapkxJw5w5/n3o5AqfxRJ8kpqupvqn\ndAbf9+yzzuAbAwRW+AJ16yYlyrvvdlXdxsBXPboC37JlyzBixAgsX74cQ4cO1Tzm0KFDWLNmDfr0\n6YNBgwZV3Z6dnY3bbrsNLpcLixYtqrr9ww8/BADccccdMCm+MRMmTECbNm2wZMkSOOQ/ZxARERFR\njdi0Kfjy0KDjinHdOv/13LFjqdUmQvn+DBzo1Qx81Qlmlaf7ocgVvtdfr4QgSCmotip8WoHv7LMj\nv8hIgU9uBNO8Obu+xouuf43/+c9/IAgCXnzxRTzyyCOax2zatAmiKKJ///5B98m3bdy4UXW8xWJB\nr169VMcKgoB+/frBbrdjx44dul8IEREREVXflVdmVP18000uTJvmRNeuka+4b77ZX5FZvjy6JiVn\nOmXjke7dtbuQVCe0zJolJT2rVQpB48d7UFhYjubNfTUe+OQKn3IbDpnWNM9AJSXhK8H16tV+FbOu\n0RX4br/9dqxcuRJXXnllyGPy8/MBAK1btw66Lzc3F1arFXl5eQAAl8uFgoICNGvWDGZzcJvaFi1a\nAEDV8URERERU8/r08eKhh1y61qRlZqbuvDtl6BIE7TV88QgtgU1bDIaar/CFatois9nCD+jDDy1h\n72/aVHp8z55e9OolhWdO6aweXX9+GTBgQMRj5CYrOTk5mvdnZmai/PROiydPnox4LACUlZXpGR4R\nERER1TI90z7rKmWFz2CoucAnCDW/rUG4KZ0AcO65PuzYof4yPPOMBeee68OIEZGbusjTVi0W4Msv\n7WjWLBMGjxum7VthOHwYYpoNhpMn4bz0ciAjI/zJCIDOwKeH+/RqXotFO7VbLBaUlpbqPhYAnJEm\n+Z5Wv346TCYdNeQ6qnHjrNoeAmng55J8+JkkJ34uyYefSXJK5Ofy9tvSBfyNN6pvb9AgDY0b6ztH\nw4bq31PheyS/RmX4adQoE3Z78LENG2Zhzx7gjTeA11+XAk30z5eu+jxMJimA1eR7Le+jV6+eDY0b\nB7cNzc6WmvzUr58Fk0laf/jSS9J9R45EPr/qtbjdmCq+i0d3Pob6lxxWH9ijB/D998Eb+wWeg+IX\n+Gyn47g7RBsnl8uFtNM7Ueo5FgDSNT5ALSUlGv+qUkTjxlk4fpyV0GTDzyX58DNJTvxckg8/k+SU\niM9FniYnCMAtt0gXyCNHlgHwXyz371+G48f1ne/kSQMAf8Wlrn+PlJ+J3W4DIC1TKikph90uQPle\nAMDOneUYMECaxdahgwM33qh1HRw+qJSVVeD4cX+pUBQz4PUCx49XhHlUfJ04YQKQhspKB44fD34N\nJlMaABMOHSpDZiZOby8hve4//igHkIkJE9yYP9+/rOuvf3Xh3XctuP9+J44fl3KAactmZM68D296\nt8DtM8NxzSR4zjkXhhPFMP30Iyw/fA/H9Tei7N/vqJ4/lf8fFiroxi3wydMzQ03DLC8vR4MGDQBI\nUzYNBgNOnToV8lj5OCIiIiKKv2HD0uHxAOvWhf7DeTRVqFSe0qnc/Fxawxe86OzRR/3zMffti+3N\nCmyKIgiRp4ra7UBengFdusSn84l/Sqf2wjp5DZ/dLiAzU8Tq1f5By7Ue5fYSd97pxEMPufDUU/6Z\nfebvv0POxLEQXC58apiId7s8h49fq+d/EocD9a68FLaF8+EafimcY8fH5bXVVXH7p9m2bVsA0vYM\ngQoLC+F0OtG+fXsA0pTNFi1aoKCgAF6NicfyOeTjiYiIiCi+du824rffQi+JadEiuoCQyoFPeTkb\nqmnL2rX+OktubmxdSAIDn8EgRmxoMn58OoYNy8DevfH5gNxuQXMsMrkf465d0vPddVda1X0ul6A6\nRj6f8v0yHP0D2TffAHg8OPnRfNxg+wTHjM3UT2KzoezN9yBarciceR9wulhE2uL2T7N3794A1Fsv\nyOTbevTooTre4XBg+/btqmNFUcSmTZtgs9nQpUuXeA2PiIiIiKLAwKdfYNMWrzc48VVU+G/r3Dm4\n4KGnqUujRup0JwiRO1j++KOUzA4c0NFqNYLycuCRR6RKZaimLWvXSs83YULw0iy5wqcMfKqWHaKI\nzAfug6HoOCpmPQrXpZeHfI3eDh1hv+seGEpKkPb+u7G8nJQRt3+azZs3R//+/bFu3Tp89913Vbef\nOnUKb7zxBsxmM8aP95dbr776agDA7Nmzq9bsAcD8+fORl5eHsWPHwhrYioiIiIiI4srhUP/ep48U\nRp58Ul/zPBkDn58nQjNKuUoW6TGtWqlTYGBlMC1NCpJ6ti2ItEeennM89ZQV5eXht2WorPS/tt9/\nV7/Ot9+2BD3XZZf5X7jt4w9gXbYU7n4DUHn7NADS69uxw6hZxKv86y3w1auH9FdfAipqbh3jmSau\n/zRnzZqFrKws3H777bj//vvx7LPP4qqrrsL+/ftx3333oUmTJlXH9u7dG+PGjcOmTZswZswYPP/8\n85g2bRr++c9/onXr1pg2bVo8h0ZEREREGv74w39R7vMBTZtKIUPeD00vgyF1N0sL3Icv0lYJWvdr\n3Xb++eFPlJsrorJS0DWjMVwgF0Wge/cM3HVXcNdNJeV2C6ECpPL2zZvVB336qVTa+/VXA959txLT\npjlx8cXSaxQKC5Hx2EMQ0zNw6l//Dhpwu3ZZVdXDqnHXb4DKqbfAUFoK26IFYceeyuIa+Dp27Ih5\n8+Zh2LBhWL16NebNm4eGDRti9uzZmDJlStDxjz32GB544AH4fD588MEH2LlzJ8aPH4+PPvqoqsEL\nERERESVOQYH/ctDtVk67izbwxXNUZxZlWDObxYiBT6uap/WY3FwRt9ziCr7jNHmKZ1FR5Oma4Sp8\nHg/wxx8GzJtnRrhtsPPz/R9ypA3WwxEEYNQoDx56yFU1gOzbb4KhtBQV9z8IXzvtPh5XXx08TdQx\nfiIAwLp4Uczjqeui7tLZokUL7NmzJ+T9HTp0wGuvvabrXEajETfccANuuOGGaIdBRERERHGgrA65\n3YDHE37KXijKxhv1cQK2Of8HoewUnFeNha9N2ziMNHmpA1/kKZ1a94dawxdubV96uhS6HA4BQOwB\nTLlT2p/+lI61a+14/30zzGZg8mT/ncrXGWrPc+X34MUXtZdnBTa1SX91Nixr18A17CJU3nJ7VGP3\ntWsP93nnw7xpPeAKHY5TWQr/LYaIiIiIlFsKSIFP+jnawCdXkLJxEhvRD1kP3IvMJx9F/cuGwXBg\nf5xGm5yUTVqsVu2mLerj9d1mMAA5OaGD3A8/SG/6xo3a5btff/Vf6ocLocrAt2ePEZWVwIwZNtxz\nj021NE45dTUjI3LAPHhQO2ooA59py2akP/cUfI1zceqN9yIvNtTg6d4TgtMJ057dUT82FTDwERER\nEaUYuWU+oA4CbrdQ9buyk6Ie8pTOO/EaOuJ3OK6ZBPvf7oWhpATZ026NvLDtDFZSIsBoFPHDD+Uw\nm4GsrPBhSK6iKhUWBl+WCwJgC7Os7tdfjTDCg+//tROGo3+o7tu2zYChQ/1lOHlLBC2BTWSUjXyU\nRTNltTEzM3LgGztWa3N5xXkqKpB1798geL0oe/k1iA0bBh3bqFHk9qWeHj0BAKZtWyMem4oY+IiI\niIhSzIUX+oPA3Ln+ZFdSIsDtljYOj7bQIge+G/A+TiEL5U8+i4oHH4bzTyNh3rQB5rXfxmPoSeno\nUQFduvjQoYMUgiJtcq5VbVu6NLikGmpPP9ljI39AAZphyZG+aND7PKS9+VpVmtqxQ/0BhqvwBd63\nfbv/sXK18sgRQVW5DDWlUxnyQgVftxsQThSj3riRMO3aCcf4iXBdMkLz2M8+qww9cPl8ffoBACxf\nr4h4bCpi4CMiIiJKYVu3+i/u//UvCzweIerqHiAFvm7Yjg7YhzUYBjGnHiAIsN8mdV63LZgXryEn\nHbtdCKp4vfWWFFSGDAlOWlrFzlBr9Xr1kg4ePTqgWiaKuGnH35CL4/jt/NEQs7OR+fCDqDdqBLKv\n/zMmv9AP1+KjqsPDLW/Lz1enSuVYCgsF5OZmoUePTJw86T8uVIXv8cel7TwGDAidMB+5bi/qXXU5\nzD9thuOaSSh7+fWQxzZoELmS6O3UGd6WrWD+cYO+/SVSDAMfERERUQoJvB62Wv03FBVJFb5o1+8B\nUiXqQqwGACyAf+9lT99+8LRrD+vizyAUFcU05mQmh6PAiuiYMR7s21eGa64JntaoVW3TyimCAAwc\n6MW331bgtdfUGyZalyxC04ObsRBXY/G1/8GJNRvgvPgSmDdtgPXL/6LJ0R34CH/B17gYrXBQtU4v\n0JVXqst1yvF98432lyHUVFOzGTAaRXg8girYnouf8Te8jPm4BpdM6w7Tnl9hv/k2lL3yRtj5w3or\nze4+fWEoKgK2bdP3gBTCwEdERESUQpTr9wDgnHP85RynU5puF2uFry82AQDyz+rrv0MQ4PjzdRDc\nbli+Wx3TmJOZHGq0tqXIytKekqm18Xrjxv7EJ3fflB97zjk+WCz+Y4XSEmQ+eD+8Jitm4Qk4nYCY\nm4tTnyxE8dZfULz1F8wcuRVrcAEuxir8gIHI+EN/4xyp66fkhRcsmseEm2pqMknvi9stoCn+wObs\nC/EzzsPLmI5rsAC+5i1w6s33UPH4MxH38zAa1Un42Wct+Oab4BToHjJM+uHHH8OeLxUx8BERERGl\nEIe6UKSq/LhcUtMWkyn6aXEGQUR/bEAJ6uGAsYP6OYZdCACwrP4m6vMmO7kaFqoSpZVnTp4Mvq1N\nGyl433KLq6raFyoLpf/rJRiKjmP36PuwB51ht59OX4IAX/MW8DVvgT8adMGFWI0H8DSaowAXfXqn\n7umOyu+IMvzpZTIBW7YYsWS+B//Fleh1ag1W4UL8BR/g4Yk/48TGbXCOHR8+NZ6WlaX+/cUXrZg0\nKXg/PnevPtIPX38d9XjrOgY+IiIiohRiCSjYOJ3+i+60NGkqXixTOtN3/Yh2OICVuAQi1Bfynq7d\n4G16FqxLF6s3/qsD5ApfqPdMa/rm8ePBl+AVFdJ71qaNryqXCUJwQDMcOYy0d9+E96xmOHT1HQCA\nSo2+JlKQF/AsZmAlhqPNvjWwLPtvpJcDQP2d6NQp+u6q8mt5ArPQC1uwvPkUXIxv8BH+gopmHXQF\nPZne76K38znw5dQDdu2Kerx1HQMfERERUQoJvIBWVnNGjfLA44ltSmfGxrUAgMUYHdyAxGCA49rr\nINjtsH2+MPqTJzH/Gj7t6pnWGrhTp4KPk/e7y8gQwxbi0ua8A8HphP3eGbDmZgMAKiuDA5Q/tAmY\njtnSuZ9+LGz3lokTpXKv9J0QcTb2oJHhROjBhCTiH3gC9+Il5KMl5nSfDZz+I0AM2+zp5m3dBti/\nnxuwB2DgIyIiIkohgcWV3buVLfililQsF+Xp362EFwZ8hRGagcUxaTIAwLJsafQnT2Lh1vAB/hAF\nAJMnS0FEqyNnebn0wWRk+O8POmd5OWyffABfw4ZwjJuAtDTpjbbbg8+nnKq7C13xc9fxMO3dg+yp\nf9EcQKtWvqqOmL7SMqzEJdiDzli5uxWewQx0hsam5g4H4PNBKC2BdeF8pL/wDNJffgGb0BdP4CHk\noyUuxjeqPRxiqR7r5enVG3A4uB9fAAY+IiIiohQSbv/zmTNtpyt80a3hE8rLYN21HQfQFiVooBn4\nfK1aw9OpMyxrVvnLWXWAvDddqJBstfp/bt/ep3qM0t690mW5ssIXGM6tSxfDUFwMx7XXA+npSEuT\nbteq8MlFrnvvlbZJWHrla3ANHgrr8i+R/txTVcfl5UmPzc83wGgUYYQHoxdOwXB8g+3ohjJk6SBQ\njAAAIABJREFUYQaew250wXr0x+14HedjG3LGX4XGrXLRuGk9NDq7NbJvvwkZzz2FjKceQ09swWJc\nhX7YiN/RUdUJ9qyzIm+kHitP5y4AAGN+XsKe40yUwIxNRERERMkm1H5vMmkNX3SBz7TlJxgqyvEF\nbgIAHD2qXVNwXXAh0vf8Csuqr+EaeVVUz5Gs5AAdKvApb5fDX2DodjqBuXMtVcfIn1Fg4Ev75EOI\nBgMq/zJF+v10hU9rDd+WLdITy11YK805OPXOXNQfPgTps5+Hp3cfuIZfhjVr/HGgZfF2rMM0dD2w\nCatwIS7DctjgwETMw7X4GIPxPfpjo3Twt4DnnC4Qs3Pgq1cPni7nwt1/EISKCnS7cTDy0brqvMot\nHNq0ib4hUE6OqNoDMBRva+k5Tdu2wDluQtTPU1cx8BERERGlkNLS8BfOJSUCSkqim9NpPJQPANiB\nbmGPc44dj/S330Da3Dl1LvCFmtKpvF1eGxnYyEU5/dJsFuHzSZ9RdrY/HBkKjsC0eRM8PXrC17oN\nAH8DHpdL/ZmuW2fEsWPSE8vVNVEExIYNcert91Hv6pHIvm4SKqfejAfeegUAMAjf486FVyANp7AQ\nV+MmvAMPzCiHGe/iJryLm5CLQvwV72JC561oe8MgOKZM1WzAkg91a02bzf86cnKiD3y5uT6cPBn5\nO+keOARIS4Pl+7WoOzXk6uOUTiIiIqIUcv/9IXbMrgZ5zdRv6AgAMBi0L+o9PXrBfX4PWL5bDaG4\nOO7jqA2RunQq3ws5fIWrsloswCef2DF4sAfXXedPgubv1kDweuEcfbXqWCC4R8nu3f5LfDlkytNE\nPX364eTHC+A7qxnS3/o3vjFdhml4BStwKSweOybhE4zHQpSiftDYjqEJmr9+D8767n04bvir7m6b\nyimnyumden34oUYJU4vNBrRvD8PBPO32qCmKgY+IiIgohezfH//LP9PP2yGazdiIfgAAn0/Q7jQp\nCHCOGgMAsC36NO7jqA2RpnQqtziQw1fglE65YQsgBcfhw71YtKgS2dn+Y2wL5gMAXMMuDjqfMvB5\nvert9uRMprzNPeQClKz6Hs7hl2KY5xu8gr/BKPgwRlyEeZgU+sWGeZ1KS5aou8goX5+87jAa7dpF\nERL794ehohymXTujf6I6ioGPiIiIiGInijAePAhv8xbwKlYLhapiOa+ZCACwLlpQE6NLuEjbMvTv\n7093RqN0nMejrox9+aX/fdOaGmr8bS8sa9fAfd758HbqXHW7HObWr/c//o47bPjHP4KruKtWqZOa\nmFMPJz9agOFYiZfxN1T8939YKo7UfpEKoaauKg0Y4MWECf7q5PXX+xNpLBW+qHSRGrcY8vMT+zxn\nEAY+IiIiIlK5+mp35INOM+75FYai4/B06666PVQ3UF+TpnD3GwDzT5shnCytzjCTgtxxM1QQUk71\nlAJfcBhW/q41S9L28QcAgMqbbg05jvx86YGLFvk3UezZ04tffpEGtmGDCbm56rV1lQ4B32A4ll70\nArx9+mLVqsgr3/Ru2fH3vzurflbu66jsWhqN++5zRj4IAOTGLb/vje2J6iAGPiIiIiJCerq/8iJv\nH6CH8TfpwtrTq4/q9nDr1FyDhgAArIvO3E3Y5SmSkaZ0KhmNUgAMXF6m/L1+/YAKmN0O26f/ga9e\nPTjHjAt5bq0la2PGuKsawMh+/tl/+S+vrZO7fZ59duTPXU+FDwAcDv/zKtfw2WJcQtqpk3psITen\nHyJ9t8wb18f2RHUQAx8RERERqSpRyq6KkZh3bAMAeNu1V90ebr8/uWW+5dvV+geYRJxOKfjcdZet\nKmjpC3wiDIbg90b5e9Om6vfeunQxDEXH4fjzdWHLY1pNY+rVE9Gnj/rJ/vpX/yI6ecP29HTpv8pK\n3FNPOTSfp3lzfX8MaNnSB5NJxC23uFTTXfVWCAMpxwaE+YNC48bwNWwoNW4hAAx8RERERBQg8OI6\nHNOWzQD8VTtZuAqft30HeNq2g2X112dcN0VRBFq2lKZGzptnVqzhi/xYk0kKioHvjdZG7PKTpb3z\nprT33pSpYc+tFbDr1RNVawgBoF8//++BFT7ldNKOHdWDXLrUjrlzK9G9u77Al5YGHDlSjscf1zkV\nM4KuXdWvI9z3y9O5C4z790E4diwuz32mY+AjIiIiIlXu0jttD4DUsKVJUyAzEwMH+k8SdoN3QYB7\nwCAIlZUw/bQ5+sHWot9/V785Bw5Iv+sJfAaDFKoCpyOGeq9sH82Fecc2uEZcAV+btmHPrRX4srKC\nb1NOGQ2s8Ckpp/gCQJMmPlx+eXThXA6QubnVb9TSqpWIxYv93T/DVZDd/fpDEEWY9v5a7eetCxj4\niIiIiCimwGcoPApjfh68nc8BACxeXIk//Ulq+BLughwAXJdeDgCwrF0T7VBrVWlAn5mbbpKmSIbq\n0qlkNGo3ZdF8r+x2ZDzzBESzGRUP/TPkOeUOmMqtD2Ran6MyXMr79R09GvzYwBCoc8s9Ta1aiVi0\nyI4dO8pjPwmAgQP9b5TWmGW+llLjFmPegWo9X13BwEdEREREcLmiv6I37vsdAODu2ct/2+lKV8hp\niqe5Tzd5sXy9POrnrU1btmiX8vRU+IqLBc0Kn1bgS3vnDRiOH0PlTbfB275jxPH885/B6/uUm77L\nlIHv8celxyxeHDyHN7DCF8v+eUqDB3uD1idWR2Fh6Bjj7t4TAGBetzZuz3cmY+AjIiIiIhW91RzD\nkcMAAF+zFlW3uU/v6BB2SicAsUkTuPv0g2nrFgjlZbEMs1You08qhauKzpghrWO75BIPBEGsCnyr\nVxtRUCAEBT7hRDEyZr8AMT0d9tumhR3Pzp1S4Pvhh+CuLVqfo/JzufVW6cNSbqEgU1b4mjTxxWVa\nZjy0aiW9gPIwxUJv53Mgms0w5u2voVElNwY+IiIiohTSooV0wTxrVuhmGnZ7yLtUTNu3ApCasMi+\n+sp8+r8abSMDuIYMhSCKsPxvqb4nTALOEG9buArfvfe6cOxYGTIz/Wv4CgoETJiQjj59MtCwYUA1\n7a3XIdgrYJ82HWKTJjGPNdL0UbmK17lzcDrPyPCPaezY5Gmsk58vxZd77w2zv4PRCG+LljD+/rv/\nLxApjIGPiIiIKIW0bStd3PftG3qR3aZN+nrnm/ZITTHcPXoF3bd1a+TLTOeY8QAA26fzdD1fMnC5\ntG/Xu92AHPhOnZLSmNstVE11vO8+J1BRgbT33oEvOydidU/PcwVSrtV8+GFpSqfF4g93y5dX4NVX\nK5GZ6T9Oz/rEmhZpA3f3gEEwnCyt2icylTHwEREREaWI8nJg7Vqp8mYy+S/in3/egU6d/AEwI0Pf\n+QwFR+CrX1/zAZHW8AGA9+xOcPfoCfO67yCUluh70lp04gTw9dfalUutffDCKVPMYpVDWG6uCNu8\nj2E4dRKO62/Ubp8ZBTnwjRrlr3IpN0H3eKSfldtw9Ojhw4QJ6operHvnJcLUqVLinjQpfOXO206q\nOhsP5Sd8TMmOgY+IiIgoRaxe7U8lyoDSsKGoqgYpp/OFVF4O48E8eENsFxCpSycAQBDgGn4ZBJ8P\n5u+Tv8FGz56Z+OUX7fSj1SAlFFEEbrvN3wVFDnwWnwPpb70O0WCA/ebbdZ1r2jRpjqm8tk1J/kyb\nNfOPzeEA1qwx4rff/DHAYgn/HNFs05FoF1wgvVnKqqQWbwep0Y1p608JH1OyS6KPj4iIiIgSSVmp\nsdv9CU8U1Z0j9TRtMR7YD8HlgkdjOicQuWmLzDX0QgCA5bvV+h5Qi5TvWaDopnQKVWvRAH847rn+\nDRjzDqBy6s261+5Nny5VvLTW4WmF7vJyAddck45Bg/xV2UjVSb0V35ogjzViF9iBg6Tjd25P9JCS\nHgMfERERUYpQrsUqC2iMqQx8esKa8dhR6dimZ2nerzfweXr2gi8zC5Y1q4L3KziDRLuGT8nrFSDA\nh67r35eqe/fM0P28cjjXer/lKZtKa9YEp7tI1bKcnOT5XORqY6QKslivPnz16lVtHZLKGPiIiIiI\nUoSy0cXQof4rZlFUBwY9Yc1QUAAA8DZpqnm/rimdAGA2w3XRcBjzDsC89ludD0o+1Ql8//iHFZdi\nBeof+w3OkaMhNmyo+3nlAKT1meltUGkO3oZPpX795Al8/n0eIx/r7t0Xpv37YCg4kthBJTkGPiIi\nIqIUoVybp9xIu6JCmmYo8/kiz+k0bd8GAPCe21Xz/hYt9IcE5/iJAADzjxt1P6ameSLsTKB3nZsg\nAAcOqA+22wXcjZcBAJVTb4lqXHoC39Ch4Qffpk34hJ9MFT55SmekzwMAPOd1AyBNP05lDHxERERE\nKSJUkCsuFlSBQU8DEsPR0xW+gKYt//iH1ESkRw+9JT7A070HAMC0IznXW61aZUSzZlmq25oGFDb1\nVviOHpUvv0V0x1ZciuUYhSUYgeXY13wQPP36RzU2ZeB75RV19xU58A0f7sWmTeXIygr+XDt18iIr\nK+hmlUhbINQk+X3WU4X2tm0PADD9vCOBI0p+DHxEREREKeL//k977t5117lxzz3+HcX1VKsMRcch\nWiwQs7JVt9erJ4UK3VM6AfiaNIU3t0nSNth4/XV1kLrlFhdefVV9jHKbi3AscGIkvsBqXIit6Inl\nGIElGA0A+HLwY/o65ijIn5UoAk88oU5myjV8bdqIMJuDx9ioUeRxJ9M+fPJYdE3pHHC6cUuKd+qM\ncscQIiIiIjpTFRSow8TTTztQWiogOxuYMMGDF17w4eBBQ+Tt30QRhoIC+BrnBgWUcFMMw/F07wHr\niq9g2L8Pvnbto3twgq1f7y/ftWvnw+OPO/Hjj+oQqGtKZ0UFvsdF6IPNAICvcTHWYRD6YwMWYzSy\nWg0CEGJn9xDCvd/Z2eqgptXZUs/+gcm0D588Fq2GNIF8zVtANJlgzE/tvfgY+IiIiIhSxKRJbqxf\n77/8mzpV3dXjo48q8cILFkyf7gx8qIrxwD4Yj/4B55VXBd8XRQVGyTX8MlhXfAXLhh/gSLLApwwX\n8usL3KpATyhKmzsHfbAZX+EyPIinsBU9APjPPcMQ/n3XEqpL5xNPODB4sPpDOHkyOCRFatgCJFfg\n82/LoO9gb/sOMO3aCdjt1d7I/kzFKZ1EREREKSLSbMFOnXx45x0HGjQIf5zhjz8AAJ6zOwXfF2uF\n73SDDfMP30f3QJ3WrDHiz39OQ2Vl9c4jBw5l0xtARyjy+ZD2zhuohA3XYy62oieUYQ+IfYNzg0EM\ner9vvtmta3aozRZ5umYyNW3Ruy2DzD1gEITKypRu3MIKHxEREVGK0DMNTg+huAgA4GvUKOg+f+CL\n7rk8PXrB16gRzOvXVXt8Wq65RqruPPqoFc2aibjrruimTsrk1xcY8CIFPuvSxTAeOYyFmIxj0N5U\nPfbAF3kj8lB++in0wNevL8e2bUa0aZM8gS+qCh8Ab5t20uP27A7ZUbauY4WPiIiIKEXIreyfe85R\nrfOY9u4BAPhatAq6T64qRb2HusEAT9duMB7Kh+HwoWqNL5w5cyx44glr0MbzesnBrrBQfXvYsOZ2\nI/35pwEAz+H+kIe1bh1lWVQxplj3rP/jj9ADb99exNVX69j/oAbJ7//WrfrmmboHDAQAmNetTdSQ\nkh4DHxEREVGKkANfgwbVq9gY9++TzqdRMYmyyaSK84pRAADLV/+L/SQ6RbvGULZjhxQ07Hb17eGa\nn6S/+CxMe/fAOXI0fsZ5IY8bNSq2cGUwRD+F9kwlCNJ3d9s2fYHP07kLAMC47/eEjSnZMfARERER\npQh5XzY9nRnDMRQdBwD4GjUOeUwsFSfX8EshGo2w/efjWIemW3UDUmCwDbV1gWXZf5Hx0nPwntUM\nZU89H/acsU7pFITUCXwdOkT5xUpLg6dTZ5h/3AiUlydmUEmOgY+IiIgoRbjdUkrR2o8tGobjx+HL\nzAruXILqVfh8zVvAPeQCmHduT/gUvGjXGAYKDGeaa/h8PmQ8+wREoxEnP14AsYn22r3qstsFbN8e\nueI1ZEhwBXHWrOg7g9a2tm19aNJEf8J1DxoCwe2G6fe9CRxV8mLgIyIiIkoR8pTOalX4XC4YD+yD\nr2XLsIfFuqbMfuudAIC0996O7QQ6Vbcidskl6t9dLo0tD75dDdPuX+AceRW8XYOncjZqVLNluenT\n/Y1q1q6twLRpTtxxR2zNa2qTwRDd98tz3vkAAPN33yZoRMmNgY+IiIgoRcQj8BkKjkCw2+Hp2k3z\n/upU+ADAfeHF8JxzLizLl8FwKHEbZkcTGOR1Y0qBxc1WrYLDW9ocKbQ6rp+qed6hQ2NcSBijQYP8\nz9epkw8PPeRKqj329BKE4G0ownEOvwwAYN68MUEjSm4MfEREREQpQg58ejbbDsVw7BgAwNekadjj\nYq3wQRBQedOtENxu2OYlbi1fNOPTCkUGA5CW5j+JxaK+Xzh2DJZVX8PTvgPcg4ZonjfwMYkmCMA9\n9zhx001nXlVPKdo/KohNmsDbqg0sa1ah2hsxnoEY+IiIiIjqOFEEnnnGgvXrpeRiMsW+hs9QKG26\n7svN1by/uhU+AHCOHgtfVrYU+GJtpxlBNBUirf0LBQHIy/M3AQl8T9PmvAXB7YbjLzeEPO8vv9T8\npfgDD7jw5JNn3ro9pWindAKA65JLITgcMO3YnphBJTEGPiIiIqI6bvduA156yYoNG6S5nNWp8Jm3\n/AQA8HQJv4l1zBU+AGJmFpyjRsN4KB+W5V/GfiKFwGmZegNf4Ot44gn/HobKcKt6TysqkPZ/78FX\nrx4qrwsd+JSPGTgwfvvdffSRPfJBZzCpK2l0f1lwDb0QAGBdtjQRQ0pqDHxEREREdVxguKnOGr6q\nPfjOOVfz/nhU+ADAceNNAICMJx4BXPqnIDqdQEVF8O2Zmerf9QS+n34yYN069XzOUHsYKt9T6/Jl\nMJw4Acd1NwY/sUJ6uv9cY8bEL/BdemnNrg2saXa7gJISAUeP6v+yuYYOg2g0wrL66+r9NeIMxMBH\nREREVMcpgwVQvQqfMf8gxPQMiI0ahT2uutfUnvPOh+OqsTD9/hssa77R/bju3TPQtm2W6raVK40o\nK1OHAz2B7/LLMzB2bLrqtsxM7Rem3KbBunQJAMAx4c9hz69s/GK1xieEZGfX/TCTny+92XfcYdP/\noIwMuC4aDtOvu2EoOJKgkSUnBj4iIiKiOi4wfMW8hk8UYcg/CG/r1iFLefLN8SiiVP71VgCA5atl\nuh9TXCxd3sqbzAPAtdemBx2nFficOpa2BVZHv/mmArNnO5CbK71goagIllUr4W16FrwdOoY9l3Kz\n9uo0cBk+3F8dPBO7bsZq7droStXuocMApN60TgY+IiIiojrO61WHs1indAqlJTCUnYK3VevQx8Rp\nSicAeHr3ga9RI1j/uwTCqZNRPXbz5vDJJzCQ7t5tQOvWmXjvvfDlz8AN1887z4drr/WnS+v/voBQ\nWYnKqTdHfDOUn0N1qq4TJrgjH0RwjhoDALCsXF7LI6lZDHxEREREdVxgo8tYw4Ux/6B0vjCBL66M\nRlRedwMMpaWwLvw0qofK6/iOHdMOXYFNP5YtM8HnE/DQQ9aw540UaOXqkXPs+IhjVFbjAoNkNEaN\n8lf4Umx5WlSv13dWM3i6dIX5uzWAvW43tlFi4CMiIiKq4wIDX6wVPuOvuwEAvtZtQh4TzwofADgm\nT4FoNMK24D9RPc7tlgYyZEiG5v2BUzrlPQq1tmBQChfMhKIimL9bA/f5PeBr2Srsee66yxm3wCcI\nwHXXSY1tUi3weaLsdeMaPASCzwfzhh8SM6AklLDA5/F48NZbb2HEiBHo2rUr+vXrhzvvvBN79+4N\nOvbQoUO49957MWTIEHTv3h3jxo3DsmX652oTERERUWgOh/p3szm2VGDeKm3J4O7bP+Kx8QoevhYt\n4R4wCOafNsNQeDTsscpmnnIQKCkJVeFT/x443lAFoHDBLG3uexC8XjgmTAo7TgA46yxRFfiU6/li\nIY8r1QJfFA1cpeMvGQEAsHy7OgGjSU4JC3x33303XnrpJQDAtddeiwEDBuCbb77BhAkTsGvXrqrj\nDh06hIkTJ2LFihUYPHgwJk2ahOLiYkyfPh3vv/9+ooZHRERElDIcjvis4TMcPgRA35TO/fvjd5np\nuvwKAIB13seq28OFtEiVn8DHBv7+88/a4y8tDVEB9Plgm/8JRLMZzonXhn/y05TNc6pT4VM+PhUC\n34gR/jWL7iiXL3p69Za2Z4ii8+uZLiGBb/369Vi5ciW6deuGL774AjNnzsTLL7+MF154AXa7Hc8+\n+2zVsU8++SSKiorw5ptv4umnn8aMGTOwZMkStGvXDi+99BIKCgoSMUQiIiKilBFY4Ysp8LndsKz9\nFt5WrSHWbxDysIICKRC9+2412k4GcIybAFEQYFn1ddVtJSVAq1aZePVV//NUVvrDmFYQyM314cYb\npZJQYIUv8PdQAaywUDvwGX/ZBWPeAThHjoaYmaV5jJIoqp+juoEvnt1Rk123bv4Py+WKbg6xmJkF\n9+ChMO3+BULJiXgPLSklJPDt3LkTADBy5EhYFD1mr7jiCmRlZWHbtm0ApOremjVr0KdPHwwaNKjq\nuOzsbNx2221wuVxYtGhRIoZIRERElDKUQQiIrWmLofAohMpKuHv3DbtQ7+TJOC/iAyDWbwBPz14w\nb1wP4fhxAFIXTqdTwOOP+5usKCt8gesWAaB+fbHqtQcGo/Jy9bgDO5vKcnK0E5Vt4XwAgOviS8K9\nlCqiqH4bq7v2MZUqfMrvb7QVPgBw9+wlnef7tXEaUXJLSOCrX78+AARV506dOoXKyko0bNgQALBp\n0yaIooj+/YPngcu3bdy4MRFDJCIiIkoZgRW+WPZqM/whXdf5zmoW9jg9G5rHwnXJCAg+HyzfrgKg\n3rRcrira7coKX3CCMhj8wSpwnE2bqpNSqNcxZoz2XFHL8mUQ0zPgHDk63MuoEhjM4jWls6Ii/oE7\n2bRs6f9w9OydGMg1QpoibFm1Ml5DSmoJCXyXXnopGjVqhE8++QRffPEFysvLkZeXh+nTp8Pj8WDq\n1KkAgPz8fABA69bB88Bzc3NhtVqRl5eXiCESERERpYxNm6q/G7dp+1YAgLd9h7DHaVXW4sF52Z8A\nAJavpT3ULBZ/YrrySmljdWXY8XiA/fu1Qx8QOZgGvo6773biqaccmtNhDfv3wbTvd7iGDgNstgiv\nRBLvwBdqqmldNHq0B+np0hvodEb/uj1du8HXqDGsS5ck7gubRGJcshteTk4O5s2bhxkzZuDvf/+7\n/8lMJjz55JMYN24cAKCkpKTqeC2ZmZkoLy+P+Hz166fDZKr+/8jOVI0bR54nTjWPn0vy4WeSnPi5\nJB9+JsmpOp/L3LlxONfBfQCArOEXICvM45V5J67fpQv6A40bw/b1CtiyLcjN9U/lPHzYgMaNs2BV\nbKFns9kQOInMYDAiM1O6ZszJyUDjxv77FKuQ0LhxFrIChj57tnxym+o4AMAn3wIArGOv0v2aMzJs\nqkprw4bpqvFEq6zM/3Mq/Bu+7TbgxReBtLSMoPdN1+sfNRKYMweNf94MDB+emEEmiYQEPpfLhddf\nfx1bt27Feeedh169eqGoqAgrV67E888/j9zcXAwdOhTu05Nulev8lCwWC0pLSyM+X0lJ6mycGKhx\n4ywcP14W+UCqUfxckg8/k+TEzyX58DNJTtX/XNQXwLGcK/v3/bACKMpoADHM4ysqLACsMT9POJlX\njELa/72H0q9WYb/jAgDpVffNmVN5ukomzfUsLXVAGc4A4OabK7FvnwGAFcXFFTh+3F/mKy1Vj/vE\nCaPq/IGvpeozEUXUe38uzACK+w2FL+Jrlj6LsjIH7HYjAGlB2qlTdhw/Hnu1qbIyDfKlfSr8GxZF\n6fP64w/1+6b334r5T6NRb84c2D/9DBXn90vgSGtOqKCbkCmdzz77LD7//HNMmTIFCxYswMyZM/Hi\niy/i888/h8/nw5133omjR4/CdvpPQO4Qqy1dLhfSlBO0iYiIiKjmiSLMWzbDe1YziFnZYQ8N1ewk\nHlzDLwUA2D75ELNnqwsGU6emBWzLoB5HXl4ZJk3yKKZ0qu8PXPsmT/nMzBTxyiuVIcdk+e8XMG/f\nCtewiyKubwSA5s2lE9evL+KRR/wL0KrbtOWHHxJSx0lacjW3MvRHE5a73wCINhss676P36CSVNwD\nn8/nw4IFC1CvXj3cc889EBTf3vbt2+Omm26C0+nEkiVLqqZylpVpp/Dy8nJkBdbTiYiIiKhGCcXF\nMJSUwNO9Z8RjE9W0BQBcwy+DN7cJrP/9AmVFwTtuK5u2PPGEVXVf+ulinVY3y+JiAW+/rQ6Q8tKu\ne+5xYuJE7UYtwrFjyHzw7xAtFlQ8+LCu17B4sR0zZzoxbpwHjRsr9+FLgfaacWSzxb6GDwBgtcLd\npx9Mv/wM4dixOI4s+cQ98BUXF8PpdKJVq1Ywa/T87dixIwDgyJEjaNu2LQBpe4ZAhYWFcDqdaN++\nfbyHSERERJRSLr1UCix33+3EzJnRtzU0FhwGAHibN494bCIDHwwGuC6/EoK9Ated91PQ3fYoVvnI\n4ywvB3btCr4kliuV4TqaZj40A8bCo6j4+0xdYRgAWrcWMX26K6j5S3WbtqSarVulD+b662OfDei6\n5DIAgHX5sriMKVnF/auVk5MDs9mM/Px8eDzBfw05ePAgAKkLZ+/evQFob70g39ajR494D5GIiIio\nzistBXbulC715Euyu+92Yfr04MpYJKZt+jp0AgkOfABcF1wIALio7Iug+5YtizytUVnhE0WgXbss\njB8fHBrkCl/IwPf117B9/hnc552Pyjvv1jV2PeMifRYvjmEzyQDuvlJXH9MvP1f7XMks7l8ti8WC\nSy65BKWlpXj11VdV9xUUFOCdd96B0WjE5ZdfjubNm6N///5Yt24dvvvuu6rjTp06hTfUAf0GAAAg\nAElEQVTeeANmsxnjx4+P9xCJiIiI6ryLLsrAxRdn4OhRoWpz6lg2XAcA0+5dAABPn8jNLRId+NxD\nhgIAGuVvC7pv40btwNe1q7+ph3JbBjnUiaJ6WqAo+l+HZuDzeICbbwYAVDz5bGwbGwaIwykoSp7O\nXeDLzILlm7q9H19CVnc++OCD+Pnnn/Hmm29i/fr16NOnD4qLi7FixQpUVFRg5syZVVM1Z82ahUmT\nJuH222/Hn/70JzRs2BBfffUVCgoKMHPmTDRp0iQRQyQiIiKq0w4flpJNYaGAigoBVqsYc+Az5B0A\nAHhbt4l4bKK3NRNz6sHbqg2aHNkGQAQQeQ3XjTf6GwQqA9/ChdqXwl6v/3VoVd6sC+cDBw7AMfFa\nuPsPjPIVaKtu05aBAz0p1bjFYhHhclXzTUtPh6dnb1i+Ww3h1EmI2dpbxZ3pElI8bty4MRYuXIgb\nb7wRJSUlmDt3Lr7++mt0794d7733HqZMmVJ1bMeOHTFv3jwMGzYMq1evxrx589CwYUPMnj1bdRwR\nERERRc/nk/Zoy8qKsSmIzwfL+h/gbdMWYk69iIcHbiieCJ5u5yPdXoTmOBLymEaNfMjIENGunQ+T\nJ2sHvrvu0l7/5fGEr/Clv/EaYDCg4r4HYn4Ngar7vs2dK7WrHD5cu8FMXSOvS60uz7ldAQDGX36J\ny/mSUcL+DJCTk4MZM2ZgxowZEY/t0KEDXnvttUQNhYiIiCipnDoFbN5sxIUXeqtd2YlEFIGyMgGZ\nmbE93nD8GAR7BTznna/r+Ouuc+PDD7X3WI4Xd8/esP53CUbgK7yHvwbdn5kpoqhISnb166vnmGp1\n6Qy0Y4cBt92WpjpeZt7wgzTF9cor4WvVOvYXEcAZfS8dlZwc4I8/ylJmLWC8/t3Igc+0ayc8/QfE\n56RJJkW+EkRERES1TxSB994z4+KLMzBxYjpWrUr8wi2pwicgOzu2EpLxt70AAK/OcNO1qxSwBg9O\nXKXJNewiAEBvbNa8X/larVb165Y7ea5eHbruoez8aDSqH2979y3phzvv1D3emmI0xi8IJbvbbou+\n+ZAWz7nnAQDMW7S/S3UBAx8RERFRDVm1yoiZM204eFC6BPv998RfiomitKl4ZmZsgc+8cT0AaaNq\nPfRU0KrL26EjPAYzLsRqzfvT0/1PHrhu8fPPpRveeit0FbKkxJ+alBu0GwqPwrpsKTznnAtcemks\nQ6c46d3bhz59pIWWe/fG/u/Ie04X+Bo1gnnDD/EaWtJh4CMiIiKqIaWl6vJLTUy/Ky+XnjMjI7bH\nGw/mAQC8Z5+t63i5wpTQbp02G/Y2H4ZO2IsGKA6622LR/hlQB1FlMFRShry5c/2JMe2N1yB4PKi8\n4a9xL6XVxNrHumbrVukf0ODBMX65AcBggKfD2TAcOQy44lM1TDYMfEREREQ1xGpV/56o6XclJf6f\nT56UniRUuInEtGUzRKsV3uYtdT9GEMSEB5iDDboDAN7689dB9ymrehaLeiDRhuz69aXHmzZuQNq7\nb8LbrDkc4ydGdxJKCI8nPv+AvJ3OgeDzwbTlp7icL9kw8BERERHVEJtNHT4SFfhuvdW/Bk2uKqan\nx3CiigqY9u6Bu++A4LQahiAkfj++rU0vAwD0961X3W4wiDAplucFVviU73nLlupBanUyvftuFwx5\nB5Az6WrA40H5k8/FXi4NI3AvQKo57r7S/pKmX+tmp87U2ayDiIiIKEVs2OBvBiOvR8vIiL7kZtqz\nGwDgbdc+qscJQuIDTF6W1F0xZ9cG1e1Go7qKFxz4/O/Dnj3qpjllZcFjzswUkfHCMzCUl6Hs+Zfh\numJkNUdOycbbqg0A//TluoYVPiIiIqIa8uc/q8tsiVrDpyzGnTghhZhYunRa1qwCALgHD4nqcQZD\n4teklQoNsB79kbnrR9hQWXW70ajurDl/vrpri3J9nh5ZRXmwfr4Qng4d4Zh8ffUGreG++5wwm0Wc\ne26Cd6ynkLznnAPRbIb5h7W1PZSEYOAjIiIiShBPhJ0JEjWlU7kVgRz4Ytl43bRtKwD9HTplUoUv\n6qeLitsN/IReEHw+dIF/Kp7BAGzYEHoS26xZoTe8e+WVyqDbWix+E4Lbjco779behb2a7r/fhcOH\ny2PeJ5GqT8zOgbdtOxjzDtT2UBKCgY+IiIgoAXbsMKBZsyy895455DHeBBV1lBU+eUpndnb05zHt\n2AZf41z4mjSN6nE1EfhcLmAHugEAZo3yN9uIlMmuuCJ0Cu/QQb2mrx5K0Pi/H8HXqBEcV42NfbAR\npMreecnM27IVDCUlEIqKansoccfAR0RERJQACxdKQe/xx6X0JW/4rfToo/oboUSjqMifIGKt8Bn+\nKICx4Ajc53ePOpF4vcDhw4lNMW63gJ2QNs2+pMn2qtsjBb5QL2XgQE9QX5ox+BymslJU3nhzQhq1\nUPLwnK5i18X9+Bj4iIiIiBJAns4pd4wsLg5OGg5HYkKR3R4c+KJdw2f9bAEAwD1kWNTP7/EIOHbM\ngLy8xIU+lwvYifMgWiywrV0Ng0F6fUajGNR9U6/ATdqvxccQBYHbMCQpk0n6zNPSql9O9nTsBAAw\n5h+s9rmSDQMfERERUZx5vcC770rtIeWLUq0OkNdem/iNnv378EX3OPOWzQAA52WXx/zc+/bF71Kz\nogKYPDkN338vlfCcTsAuZMDduy+Me35FPau0/s5gAG67zf++Pv+8I+hc8mcSyGz2394YxzAY38Pd\n+Vz4WreJ2+ug+Nm2rQJAcFCPhdyJ1rRze4QjzzwMfERERERxduqU/2e5wud2ax2X+MVbMW3L4PPB\nvPobeFu3ga9tu5if2xTHDcA++MCMFStMGDtWSq4OhwCbDfCe3QmCKKK3UWowc/y4QbUHYIMGwa87\n1LiUwWE8FsAKFxwT/hy310DxlZsrols3b1zWwno7nwNfTj2Ydmyr/smSDAMfERERUZwpW/8fOyZd\nbrk0inlaVb94sFiCQ040096M+36HoaIc7r79q9VRJB6VF1lhofQ+yq/N4QBsNsA9SNoy4tzyjVXH\nKhvGaIU7rXV+gqCe9joB8wEA7tFjqjt0SqC4NQgSBHhbt4HxUH7iOw7VMAY+IiIiojgL3I5hxgwr\ntm9XpwyTSUxI4Nu/X4DLFXzetDT95zBtl6plnu49qjWWUFMnI3E4gHnzTCgv99/mPL2bgvzaKisF\n2Gxi1VS8tvC31Fe+VuU0TVmowJeTI/3cDxswFGuxEsPha9Y8ptdANSOee1l6O58DweGAaduW+J00\nCTDwEREREcVZ4PTN99+34MEHbVW/jxrlhscj4KefjNi/P76hb+RI7cV60VT4TKfX77m7VS/wxVrh\ne+UVC+66Kw0PPOB/z5QX9pMnp6G09PSUzrbtIJrNGIR1VfePH+//ALTCXaggKhczb8WbAIBW/7oj\nthdANUYQoJrCWx3yfpPGPb/G54RJgoGPiIiIKM60pm/KHnrIiXff9TcS+fe/LXF97lD77UVT4bN+\n+T/4snPg6XZ+tcYSa/VFbvby44/+tKacWbpihQknT0oVPjEzC57uPdENO2CBEzfc4Aqo8AWfP9zW\nDefgF1yHD1BgboUG1wyL7QVQjYnnno/eNm0B1L3GLQx8RERERHHmdoeu2tls6qvTDz6Ib+AbMkR7\nY3GbTfPmIIb9+2A8chju/gOiS4kaYr0Ql8cqT+P88ksT3n47+H2Sh+c551yY4EVfbEJOjvpJtdbw\nad3WpIn0uPvxHAwQ8cpZT0Xe1I+SQrwCn7tXH/gys2D5ZmV8TpgkGPiIiIiI4ixchS/aDdCj1ayZ\ndP4PPlDv9K6394pt3scAANeIK6o9llin2lmt0msoKDCgrAx45BHtDerl49xDhgIAeuGnoDCnNZVV\neUyDBj5cdZUbt97qglByAhMwH3lojcvnXhXb4KlGGQzxm9KJ9HR4O3WSGrfIf22oAxj4iIiIiOJM\nawsGmdwYJFGKiqRkJwe/qNjtSPtgDnz168Mxdny1xxJ74PP/fPHFGcjL075kladrek/vk9cWB4Km\ncGpty6As3F12mRfvvOPA+ef7YFn+JdLgwHuYii7n1q1OjXWVIIhxbarp7t0XgtsN8+ZN8TtpLWPg\nIyIiIoozrS6ZssAph2PGhEmHMTh2THru3Nzor4LT/u89GE6cQOWUqdHv1K4h1sCnrMqFCnuAIvC1\n7wAXzOiPDUHHaO/D57/t6af96ymty5YCAD4B9947U8RzDR8AeDt3AQAYD+bF76S1jIGPiIiIKM7C\nVfiUe70B+tfW6XX8uBT4GjYUMXCg9no+LYbCo0h/+Xn4snNQOfXWuIxFuR9hNKzaMziD7NkjXcqK\nWdn4DR3REb9V3bd8eQXeeKMSGRnBj5OndF5xhdufaysqYPl2NVyt2+F/u5vENG6qedKUzvh1upUb\ntxh37YzbOWsbAx8RERFRnIULfIFhZvny+DYGOX5cQIMGPpjNwIMP6lyH5PUie+p1MJSWwn73fRBz\nc+MylocftgbtSaiHvDZPlpurXSo8fNh/KVuAZmiAEpjclQCAHj18uPpq7SeXp3R6vf7bTLt3Qais\nhOeyy9CwIadznin0rk3Vy92nH0STCeYtP8X3xLWIgY+IiIgoziorQ1+Ftm+vDi8nTsT3cqysTEBW\nlvSz3n3wrJ8vhHnTBjiHX4rK26fFbSzbthmxdKlGS8wIArdz0LO9Qx7aAAAaF+2OeKxc4fN6/Z+T\n5bs1AABP1256hkhJQg58cZvWabHA17wFDIfy43TC2sfAR0RERBRg/34BHTtmYsWK2Kpv8jo6LXJ4\n6dDBG/KY6nC7/RUyXWvoXC6kv/QcRJMJ5U88G/vmeSHY7dGXYJRBDJBCbCQb0B8AcFbhjojHbt8u\nfa4nTvjPa177LURBgOvy6ncnpZojf13j1qkTgKdTZxiPFcJQR9bxMfARERERBXjnHQtOnhQweXJs\njUuOHo0cUL7/3h7xmFi43UJVZc/jiTyOtDdfh+n33+AcNwG+du3jPp5YKi/egCxcURH5dRw1twQA\nWI4X6H6en346Heg9Hpi3/gRvp84Qc+rpfjwlj7h26uw7AABg+jVytfhMwMBHREREFODHH6u3rk7e\nGiGcOBfSAADl5cDJk/7AFxicgsZwKB8ZLz4DX/36qPjHI3Ebx733Vm8Ps8BxZ2RoX80/9JD/eS68\n/iwAwLnmvVE/n2nXTgh2O9y9+0b9WKpd8pTOeFb4vG3aAACM+36P30lrEQMfERERUQDlVL9YlJfr\ne/zAgR4Ighi3PZ7HjpUqkr/8Il3i9e7txZAhHrz1VqXm8RmPPgShshIV//gnfE2axmcQUHcejaXy\nUhkw3FBNVK64wt8d57rHW8GdXR+tC3+MeP4uXaRE2bKllBKsS5cAANwDB0c/WKpVe/dK3/Xq/ptV\n8vTqAwAwf/9t3M5Zmxj4iIiIiAJUt1oQagpiq1bqE7dr54MoCjhwID6XZNu2SZVJeR9AiwX47LNK\njBkT3K3StG0LbF98Dvf5PeCYfH1cnl9W3c6Jr7yibmUa6vNQbqAuGA1A2zYwHjmMSK1Be/aUAp/c\nTdX8/+zdeZyN5fsH8M/Zl1kNY9+yZCkkS9ZCKpGSCJUWigjli34p9G2hPULEN1GWUKRNSEhka5OQ\npYjszL6c/fn98XjmbM9Z55xxzpnP+/XyMnOW59wzZ5n7eq77vq7vN0NQKmHp0TPcIdMVcvas+N6Z\nMUMbsWM6atSEo1IlZviIiIiIElXHjsEXVPnlFyXmzHEvh1lYKH/bevXcI5cqVcTM1aVLEa4tHwTD\n3FkAgMKJkyO+vlSpDH9DlVy207X9gvvjuH9vu+56KMxmaLd85/cxpEDRYgFUfx6EZu+vsHboBCE5\nJYwRUyyIVJZcYmvcFKrjx6A8dzayB74CGPARERERebjmmuACvj//VKJHjyT89796nDjhDNpcl3T2\n6GHFK6+Y8MgjFrzzjsnt/lJPPoul9GMOhfLY39B9/hlsDa+GtevNkT9+KWaYoUzcVR5bLS1dugEA\n1AF6qO3cKVXpVEL/0QcAANO9g4J/YIo5kd4Ta+3QCQpBgGr/H5E98BUQemMUIiIiIgIAfPON/FTK\nNcO3aJHJ52RUqxUzYZEK+FJShKBaGBjfnQmFw4GiMf+JfOdqlG7yLS1HDedxrG3bQdDpoPvqcxQ9\n/azP+1WtKuDQIfFr7fZtEPR6mPv2D2e4lKDsda8CAKj/OgJrt+5XeDSlwwwfERERkYdgC424ZqNc\nt425Zvj8xVPay9uOQgly/KlSRVwyeu+9Vp+3UeTlQrdqJezVa8Dcb0BEHteTayAWatGWANvv0Lmz\n8waeAZ+QmQlb8+ugOnIYivw8n8cYOFD8/VRAFtQH94vVObWR2wNGZS/S5y2kiq2a7dsie+ArgAEf\nERERkYc333QWDXn11eACASloEwRnIQkg2IAv9DHKUamA1FQBs2ebfN5Gv2wxlIUFKH7kUe81kRFS\nmgyf1XesCgB48UVnlC33OJYbu0Bht0OzZbPPY0j364vV4mO27xjyOCm2rF8f2YWLjjp1IRiToEqA\n5usM+IiIiIg8uFbZfPttHf79N3D6QApUXJuu//RTgd/7SEs6AwU5wTh2TIFDh1Qo8POQiosXYZz+\nBgS9HqbBD5f+QX09TimyLYF+FxqX+jgqlXf60NrmcmZm906fx5DG1w+fAgBMUcp0Utk5dy7CYY1C\nAXvdq6D6+6h3n5A4w4CPiIiIyMVnn3lnCnr3Nga8n5SlW7rUGZHUru1/PaOU4TObw4+Q7HYxqzhq\nlAEA4HDIH0uRk420hwZBmZ2NwvHPQMioGPZjBlKagM9mC38PHwDY2raDIyUVui/X+L1vGnJwC76F\nteX1cFxVL9RhUowJttBSKKzt2kNRXAz1oYMRP3ZZYsBHRERE5GL4cIPXZadOyU+Ztm1zLom0WsVA\n5fXXdbK3lSNlq8LN8P35pxLVqqXghRd02LPHz/JMhwOpD98PzZ5dMPXth+JRT4X3gEGK1JJOz76F\no0ebUbmy8zKdzK9aSE6BtUNHqE6fgurgAdnHUCiAjtgOFRywdI3vghwkqlYt/FYgvtgvnwhQnjwR\n8WOXJQZ8RERERC6qVg2+6/ru3c5sYDjN2g0GcZJaVBRaSuziRQUqV07BjTcmAQDmzPG/z9A4821o\nf9wGS9ebkf/u/yJfw96D6+HtISZeXIu2SEteJZMnW9yOrdfLH8Ny6+0AAM2eXT4fpwfWAeD+vUQR\nqNhPOOwNGgIANAHafMQ6BnxERERELpKTw8sUhBPwpaWJj5WbG9r9Vq0KvkCFbtVKJE17EY7Mysib\nNS9qhVpcuQZloU7EpQxfpUqOsAtnWlu1AQBov10ne73aUoShWIAsVCipxkjxLSUl8hk+yw0dAADq\nP36P+LHLEgM+IiIiIheh7CFTKJyTTKn3Xvv2YoQzZkzgDuIVKoj3z8kJLcNXr15w0aV+yYdIeWIY\nBKMRuYuXQ6hcOaTHCZfrHr5QAz7p9z94sFV2yabRKP7e/LWesDe9BvY6daHZtUM2Em/44xIYUYx3\n8QSQlBTaACmmrFlTBADIyIh8wIfkZDgqVYr7Sp0M+IiIiIhc5Plu3+alVy9nNDN6tLj3r0oVceL5\n2GOBN+alpEiPGVrAF0xQqtm0EcnjxkBITUXOp1/Adn3rkB6jNFwD4VACaMCZ4dNovJd0AoBaDRw6\nVOC39QQg9lFT5uRA9fdf7lcIAppueg92KDEPw0MaG8UeaQl2JCrdyrE1awHV8WNQnj0TnQcoAwz4\niIiIiFxIxVeCYTI5bytl6aSJpzqIVZfS6kpf+9wUebliwQiPKNTfvjijUYDy2N9IGTsKAJC75BPY\nynjZomuGL9Slru4BX/hjsLYWl3Vqtv/gdrn2uw2ocOZPrMS9OIWa4T8AxQRnL8sId16/zNasBQBA\ndfxYVI5fFhjwEREREbkIZQmiWWbVphQwymWnPEl95FwDOMWlS9AtX4r0nt1RqUEtVGx1LVC1KnTL\nl5bcxlfAl45srGw8CRVu7gzVmdMonPQCbG1vCP4HipDSLekU/1erBdklncGy3tQNAKD/aKHb5foP\nPwAATMdYNGsW+VL+VLakSrfRKNoCAPaatQAAyjhe1smAj4iIiMiFr6Vh337rXuzE4QB++MGZxuvb\n1+p2/2AyfNJt7HYxQlLv/RUZHVshdcwIqH/eA0vHzjD37A0oFEgdMwJJzz8HmM1ek1sNLBiEZdiH\nZuj1yzRAr0feO3NQPDq67ReCEXrRFvF34WtJZ7DsDRrC0q07NPv2QrNjOwBAeeY0tN+uh7VFS7yw\n9pqS/V8UvzQa8TUi9cGMNFtzMcOn2e274musY8BHRERE5MLXnrP773dvvr5ggcbteynT8NtvKrfv\n/ZGqWW7YoIb2qy+QdvcdUGZloejJccje/hNyP/saeYuWAj/9BHvtujDOnYUKN3dCk83zoIADKtgw\nCMtwAE2xDPejJk6hcPwzuLTnd5gHPRDaDx5Brhm+UNsyuAbMpVnSCQBFT44DACRNfQEAYJg/FwqH\nA6b7H0Tr1o6SPZQUv6TXSChLsUNha9QEAKA6+U9Ujl8Wgq/pS0REREQljh93P2+enw+sW6dCdrY4\n8Qym+4FKBShhx0yMQdqQORAMBuS9twDmvv3db9ikCbK+34HkSf8H/cdLcNPhsbiAl6CDGckohAUa\nzMYTmI9h+O7pqyL1I4bNNeCrWTO0LF2k9vABYo89S7sO0O78EZrN38Ewfw7s1arDfE//wHemuCCd\nWPn22yiFNUlJcKSnQ3n6VHSOXwaY4SMiIiIKQ1aWe0Zh7VoNHnzQmQVUBJFwMFjzsBHd8QTmoKDW\n1cje8D3MffvjyBElunUzYuRIPYqkVYdJSSiYPhtZe//EkWZ3QYACf6E+5uJxNMFBjMZs7EPzCP6E\n4XP92atVC61qi7QEVKMRoNOVvtS+achjAID0AXdDYbWi8NkpEFJSS31cig3BZNJLy9a4KVRHDkOR\nkx39B4sCZviIiIiIwrBqVSlnmg4HUh97GF2xBV+hF9JnvotGjTIAAA8+aMBffynxxx8qKJXAihUu\nd6tSFWsGL8fTT+tL9/hR5JrdFEKM2aSleZ5LOu+7L7xNWubefWDu8Sl0676GuUdPmPsNCOs4FJuU\nZZC+sl3bDNqdP0J14h/Y0itE/wEjjBk+IiIiIhlz5xZ7XXbunHfaTq0OLwul/3gJtJs2Yq++Dfrj\nE3S+u07Jda6FY1au9A4sfe2LkxvzlaB3iUVDD/jE/z2XdM6YEbiRvSyVCnkffYyLfxxF3gdLgltr\nS+TCUV1s36E8FZ/LOhnwEREREblIShLQvLkdffva8NBD7lmlyZOdfQKqVBGXKo4ZE3rmSZGfB+Mr\nL0EwGrH8rsUwweB2fUqK/yjJV8B3zz1Rqk0fIr3eOX6HI9Sm8uL/Gk34wbQcoXLl4EqnUtypXduB\n6tVDbPgYAvvVVwMA1L/9HLXHiCYGfEREREQuzGZApxP3ob3xhntWqaDAGbx07y5GJv36+ejj4Idu\n5cdQnT+HouEjkZXmXWTFtaG7nGj1HIsU17jqr79CC/jMZmcfw7JYrkfxT6UKvRpsKKwtrgcAqI8e\njd6DRBHfRkRERESX2WxiW4YiH+3ZXJcnFhWJgUlKClCpUgjZBUGA4aNFEHQ6mIYMky3u0rCh/OzV\nZALuvNOAFSu8l3mmpUUuG1ZaroU0XnwxtL2G+fni/6mpDPgoOEql2BczWoTMTAgaDZSnTkbvQaIo\nannt7777DgsXLsSBAwegVqvRqFEjDB8+HJ06dXK73cmTJzFjxgzs3r0b+fn5aNCgAYYMGYKePXtG\na2hEREREslauFKdG+/fL7/P67jvn1EkK+IxGAampwMWLwT2G+tefoT64H+YeveCoUtWt2qfNJmbH\nUl2KSFau7IB0jn7pUg127pSfvsVS1q9Ro/DTLbm54u8jNTW4SqdEKpUQ8tLhkCiVsNerD/WfB51L\nAOJIVM6bzJ8/HyNHjsTx48fRt29f3HbbbThw4ACGDh2KtWvXltzu5MmTGDhwIDZs2IBOnTph0KBB\nuHTpEsaOHYuFCxdGY2hEREREsg4dUuL774M7Fz59uhbr14u3NRqBjIzgs2v65UsBAKbLjdE/+cSZ\nDjOZxKIlZpeVpFJfPwDIz/c9qW3RIopr2kKUkQHUqxdeymXRIrFSS1oaM3wUHJUqtL2ie/cqcd11\nSdi7N/gXmPX61lAUFUEVh1m+iGf4/vzzT8yYMQNXX301PvroI1SoIJYuHTp0KPr06YOpU6eiR48e\nUCqVmDp1Ki5evIgPPvgAHTt2BACMGDECAwYMwNtvv43bbrsN1atXj/QQiYiIiNycPatA585Jstfp\n9YLbnjqrFXjlFfEMv04nQKVyD9D8KiqC7ss1cFTKhOXWHl5Xm0wK1KuX7HaZ1aooWUrq+TjDh1vQ\nr58VY8fqsXJlbFTojJSUFIEZPgqKQhHcHj6LBbhwQYFbbhHf67fckoSffipA7dqBT9g4qokxifL0\nadjrNSjVeMtaxM+bLF68GHa7HS+++GJJsAcAdevWxejRo9G9e3fk5OTg5MmT2LJlC9q0aVMS7AFA\namoqRowYAYvFgtWrV0d6eERERERezp/3HVkYje6TQWnJIeBsP3D4cHBTKu3G9VBeugTTgPtk2wMs\nWybf22/PHvF/z4Bv3DgzWrRwYNOmIrcWBrGgsLB0909OLpseaxT/gi3a0r+/AS1bup9QefBBg49b\nu7PXFYsrqffvC3l8V1rE30bff/89qlWrhpYtW3pdN3ToULzwwgvIyMjA7t27IQgC2rVr53U76bJd\nu3ZFenhEREREXjQecVbz5s7Z46BB7pvj3nnHGVlpNGIwKFWW9MtiQdJrUwEApnsHyd7k5Zfl9waN\nHw/Zx4nlLgN33hnepsIKFQQ0biz+/pnho2CoVMH1e9yxw/sNc+xYcOGQrU1b8RPD098AACAASURB\nVLEO7A9pbLEgogFfVlYWLly4gIYNG+Ls2bN45pln0L59e7Ro0QL33XcfduzYUXLbEydOAADq1Knj\ndZzKlStDp9Ph+PHjkRweERERkSzPwOLNN00lX0+aZMbSpc6ynZ995pw0egaK/mjXr4X6yGGYe/SC\nvUnTwLfXOmewRqP4v2f10FgOiEaNEvsT3n13aG0rrFZnIDtnToylLSkmKZXht2UoLg7uTWS/3Hxd\nFYfN1yMa8J0/fx4AkJ+fj759++LXX39Fr1690L17d/z+++8YOnQo1q1bBwDIzs4GAKSlpckeKzk5\nGQUFBZEcHhEREZEs12WagHsRPpUKuOkm52zy/Hnn9CmUgM+waAEAoPC554O6vVYLvPyyGHi2bAkc\nOaLE0qXuAZDMqtCYIS3HDCbz4spmQ8ny1EqVYqfVBMWuaLdlAAAYDHBUyoTqyKHQX9RXWEQXAhRe\nXqz966+/olOnTpgzZw50lz8x77//fgwePBhTpkxBp06dYLWKZ3u0Phaca7Va5OTkBPW4FSoYoVbH\n8CdelGVmplzpIZAMPi+xh89JbOLzEnvK43PSu7f799WrJyEzM/D99Hql7O/r1189fo/79wM/fA/c\neCMyOrVxu+3w4cC8ed7HNhgUuPlmPSZNEueXnTp5F5WpUiUl5vbuSaQ5sUajQWZm8JGxxQIYDCpk\nZqZgzhygx+XaNrH4uozFMZVHOp2Y4ZOej1Cfl6Bv36kjsGYNMoVioHKVUId5xUQ04FO67KydPHly\nSbAHANdffz3uuOMOrFmzBtu2bYP+8i5nKfDzZLFYYDAEt4kyO9tHd9RyIDMzBRcu5F/pYZAHPi+x\nh89JbOLzEnvK73PiPuErKirAhQueZ/G9J4VKpR0XLhS5XXf+vPj7u3DBeTvjgkVIApA3eAjMHr/f\nKVOAefO8j63VOpCbWwwgCQ6HfFIhKys/ZrN8ly4pACSjuNiKCxdMAW8PiFkahyMFgA0XLhSjaVOg\ncWMj+vWz4cIFS1THG6ry+16JPQ6HAQ6HGufP56NyZfnnJT8fkHsPAwj6eUyqXA1GANl7D8LW0hj+\ngKPEV+Aa0SWdKSnigyQnJ6Nu3bpe1zdtKq5XP3HiRMlSzvx8+V9wQUFByfGIiIiIomX3bu/pkE7n\nHV393/95914IakmnxQL98mUQjEaYu98W9DG0WueySF/L1WK5iqVSKf4OQ1n9JuUBpD18ej2wdWsR\nxoyJrWCPYot00sPfay0SqzBtza8DAGh27Qhwy9gS0Qxf7dq1oVarYbfbIQgCFB47iW02sVqTwWBA\nlSpiGvTkSe/mhefOnYPZbEb9+vUjOTwiIiIiL1u3ek+HdDLFMps08Y66ggn4dF9/AdWZ0yh+5FEg\nSb7Xnxy73RnQ/fuv/G1iuWhLoGBVzjffiM9FsG0uiADn+8Bf4RZbeEVj3Zj79kd+fj4st/cq/cHK\nUETfTVqtFs2bN0dxcTF+/vlnr+v37RP7VjRu3BitW7cGIN96QbpMrrUDERERUSR5FmwB5AM+qQWD\nq19+Cbye0vD+PAgKBYofGurzNvXre0dFJ04oSyaykZisljVp7FlZwUelw4aJ23nOnGHAR8GTMnz+\nTi7YbL5fh0Fn/9RqmIYOg6N6jeAHFwMi/m4aNEjsK/P666+XFHEBgN27d2P9+vW46qqr0Lp1a9So\nUQPt2rXD9u3bsXXr1pLb5eXlYe7cudBoNOjfv3+kh0dERETkRm6yJ9ffLpy9csp/jkOzZxesHTvD\n3vQan7dbtUq+HoGUJbtc3DyuSGPftSuGmwVSQpBea/4yfP6CwXBbOsSLiL8D77zzTvzwww/44osv\n0Lt3b3Tv3h2XLl3C+vXrodfrMW3atJKlnpMmTcKgQYMwcuRI9OzZExUrVsS6detw+vRpTJw4sWTZ\nJxEREVG01KwZ3JpDueWbtWr5v69x9jsAfDdal6Sny6cYpInspk2BxxdrYnm5KSWW4DJ8/q+TO8mT\nKKLyo7322mto06YNli9fjhUrVkCv16NLly4YNWoUGjduXHK7hg0bYvny5ZgxYwY2b94Mm82G+vXr\nY8KECejZs2c0hkZERETkJtiz+3ITwjfecK8+OWyYs7iIIicb+uVLYK9WHeZ+A0I+NiBflKVSJQcu\nXoz9JY8M+KisqFTiCZNAQZ2n7t1t2LhRHZdLpkMRlYBPqVTi3nvvxb333hvwtg0aNMDs2bOjMQwi\nIiIiNxs3qnDqlBIPPeRsC2W3BxeZGI3eWbjiYvG+y5cXYfp0rVslT/3iD6Ewm2F65NGA6QNfxV/k\nAr61a4vQtm1yUGO+kmK5gigllsvd3mA2+34vy53YUasFn9clEr4ViYiIqFwQBOC++4yYMEGP4mL3\ny4PRooX7erHOnW3o2lVMDXTrZseXXxajpKOUzQbDgnlwJCWj+MFHAh5boZBv+yC1NqhVy/mYFStG\noL58GWCGj8qKVGTpxAnfLzrPoi2zZxeXnIexWhP7xcqAj4iIiMqF8eOdpTdPnHBOgcI9u79qVTGM\nPnovJ730PFSnT8HcfwCEjIpBHa9yZfdArnlzu1fQ1KmTPZTODlcUM3xUVn78UdzE16uX7zfHs8+K\n7/8hQyw4fz4f995rw9mz4ov0wgUGfEREREQxa9cuFd59N3BDvMWLtSVfm1y23rkGfDqdgHnzXNJ/\nYdAvWwzj3Fmw16yFwgnPBn2/fv2suP12K/R6Z8NyKWg6fVr8X6WKn0CqNOOsVCmE5n1U7p086f/F\nZrMBP/wgpvO2bHEur27WzF5yfSJL4Ho0REREVB707i2m2fr1s6FKleCWO1qctVVgvbydb86cYvTr\nF9zM76WXTLKXa9etRfL4J+GoUAG5Sz+BkJkZ1PEAwGAAPvzQhD59DPjxRzUMBqFkIioFpVLG76ab\nbEhOju2lneEs6WzSxI6DB1X46iv5NhVE4XA9qfP3387gUNr7x4CPiIiIKA74K8nuyWJxRiNSoQe5\n5ueePvigGOfOKTB0qNXrOuXffyFl5GOAUoncj1bA3qRp8ANyIZWYb9DAUVIUxnmdGOR98knpspBl\nwTXD53AEn/FLSxNQr15sB7MUX3wFdFLRFqv32zmhxMmiACIiIiL/QllC6Jrh+/ln8Y5arY8bu7jj\nDptssAdBQPKk/4OyIB/5b74D2w3tgh+Mh3feMWHwYAteeslcUoxCEi/LOQH3DJ/Zux6NLIfDGdQS\nBatHD/8Rm6+TQVJ13GAr9carOPrYICIiInLnWmEzlCWE0hl9QQB27xYXPJnkV2kGRb/kQ+g2boCl\nQyeYB9wX/oEA1Kwp4K23zEhJAa6+2n2meuRIfE3dpIn4smWB91gC4tK7eApqKTZUr+7/JIHrks41\na5zLhZ1VOqMxqtjBtxQRERHFrdOnnVFesO0VAOeSTtdAJECrPJ8UFy8i6ZWXIBiTkD97XsT7EXTq\n5FyP9vvvqogeO9qkDOXEifqgbm+3K0qWtBIFy1cfS4mUwbvjDis6dHBGf9L9En0PHwM+IiIiiluP\nPWYo+dpfwLd8uXs0J53RX73aeXnz5uFVhkx661UoL15A4X+ehqNmrbCO4Y9rxst1KWo8CGaZrCur\nFQz4qFTklm9KAZ3na6u87OFj0RYiIiKKW/v2OaMhf0Vbnn7aPcP01ltaZGYKbhmzcBJziuws6Jd+\nBHvtOigePjL0AwTBdZIabxNTnS60/Xj//stcBJVOsUw9I+mzwTPgkzJ8bLxOREREFKNcl2L5C/hM\nJvcJ3eHDKvTta0Rubukmesa3X4fCZELx0OHwqrASIa6T1Ly8+JqYBhtE22yhLcklcpWZ6XzxbNvm\nff2lS+IL0XN/qLSMm0s6iYiIiGKUa3W9UNoyRILy5AkYFr4Pe5WqMD3wYPQex2W2dttt8TUzDbS3\nCgCGDdOjevUUFBZGfzyUmB57zLnW+aWXxP9dTyB065YEADhzxv0MhDPDF9XhXXEM+IiIiCghlHXA\nlzx5IhQWC4qemQQhJTVqj6NUOmeuDzwQXzPT48cDTzXXrBFn3VzOSeEyOLfyIj9frMrZoEEyxo93\nz7pLmT6JRiO+t5jhIyIiIooD/gK+2rUjGw1q138D3dovYWvUGKb+AyN6bE+uSzobNy7jqLaUDh4M\nfqopZVkC9VQjktO0qVh985ZbgEOHlMjPV+Cjj9yrBnlmnKX31smTiR0SJfZPR0RERAlNqrIH+N8D\nVrGi/JXduoVxat/hQNJLUyAolcif8W7opShD9PXXzlmqayYjHrj2PwtEqkAa5V8nJaixY8UXUJ06\nQJcuSbK38Qz4pO/ffDM6+29jBQM+IiIiiluuWT2Hw3eFEF9N1cOpzKn95muoDx+CuW9/2Fq1Cf0A\n5Ugoy2x37xbTLcHs+yPyJJ0oKCrydxv3Ez/nzsVXEaRwMeAjIiKiuGS3uwd5/oKLgwflm7ulpIRY\nGtJuh/GdNwEARU+ND+2+5VAoAd/zz4utM5jho3BILUB8ndwBvE8mZGcz4CMiIiKKWZ5NyH0t6dy9\n2/d0Z88eMRBcuza4EpHGWdOh+e1XWLp1h/3qRkHdpzzzl3UF5Jd8ui7TJQqW/nKrTbk+fBLPkwnl\nJZvMgI+IiIjikmdlvX//lQ8u/v7b93Tn1CnxukaNAqeilGfPwDBzOhwZGcifPjv4gZZjgXrryS2/\nY4aPwiEt1/QM+Fxfg0aj+wvSdUl3IveBZMBHREREcclicQ/w5s6VjxQ8my17qlnTgZSUwI9nfG0q\nlAX5KBz/DBzVqgc7zFLLyIivypyuAi3pLCryDtLLS9aFIkt3ue6KZ8DXsaOx5OsGDdxfkFdf7fw+\nkVszMOAjIiKiuOTZLNlX82TPwNBTMPv4VEcOQ//xEtjq1Yfp4UeDHWJENGwYvwFfoCqdZrP3ZZ6F\nNYiC4WtJ59Gjzv27SR7FO3v1ckZ5idx8nQEfERERxSXPPXw7d6plbycFFa4NzF3pgqjIbnzrNSgc\nDhQ+9zygln+caHn88fidibouk5NbMieXVSnjXy8lCF9LOl2pVN5LOm+7TXwR+iv2Eu8Y8BEREVFc\nCvaMvDPgk79equ7ni/LUv9B98RlsVzeC5Y67QhhhZCQnx2/Gy3VJp1y2z2r1zr6G0ruPSBJO0RbA\nGeht2ZK4ZxoY8BEREVFcKiwMrqS6tKRTJd+ZIWCREP2yxVDYbCh+5LHwGveVklRQpkeP+Mv0ufdJ\n9L5eLmiXCukQhUI6ceMv4Gvc2PtF+P33YqD3+OOGqIwrFiRuKEtEREQJ7Y03gliLCecZfF8ZPoO/\neZ7FAv2yxRCMRpjv6R/aACOkalUBly4BVmv8rTkLlOGTW9KZyMUzKHqCabzeubP3i9BoFFBUpIDB\nEL+Z9EB4CoWIiIji0vr13uetBwww4MgR9+mNtNdPCvgaNXKf9Plb0qnZsR2qU//C1G8ghPQKpRtw\nKWRkBK42Gotc213IZfgY8FGkSNVdQy2+MmuWeCJl9Gj3TcHffKPGggWJUTI2Dj86iIiIiJzat3dG\nCJs3q/Hss2Lm7+hRBW6/3Yi9e8W1nNKSzqpV3QM8ae+PHP3ypQBwxbJ7iUQ+4PNeIsuAj8IhnRAJ\n9fWTnu7+eSCdIHroIQMmTvTz4RBHGPARERFRXKpcWYwg3n3XfamjNIGbOFGPn39W4YcfxEzgW2+Z\n0KaNHa+95n57vd5Hhq+wENoN62CvVh3Wdh0iPPryIXDRFrnLyn6fJMU/KeALNcPnmhmcM0eDmjVT\n8PvvzhApEU5AMOAjIiKiuOFwAH/9pYAgiO0Uqld3eNVRqVZNDOA82wC0aGHH118XoV49Af/7n7Oy\nw/Hj8tMh7aaNUObnwXzPvVekWEsicP21ORzeWT65yfmNNybADJvKnPRaO3gwtPtJ7RyWL9fgxRfF\n1QFff+1cLp4I7RoY8BEREVHcmDVLi/btk/Hxx2rk5yuQliYgM9M9sjMaxe+3bnXf4+e6dPOuu5xB\nRVaWfDBnWPQ+AMDUb0Akhl4uzZnjnC2fPKlE7drJmD/fuS9KLnsydGj8VSOl+CVl+M6cUcLhED8L\nXPfLmkzxf7KHAR8RERHFjdWrxSBu/Xo1zGYxiPNsq+BwAOfPe0/SpDP5nmrV8t5cpvr7KLQ/fA9r\n8+tgb3pN6QdeTl1zjQN9+ogB3Ndfq2GxKDBpkjPyllu+qUmMOhkUJ+TasrgHfGU3lmhhwEdERERx\nQ5qIORwKmEzyFTYdDiAvz/u+nhM7qVqnXIChW/0pAMD0wEOlGi85nzO5TKqU4XvkEWeFRK6epbKk\n0Xh/hrj27Hz/fS1++SW+Q6b4Hj0RERGVK1LwYDYDgqCATqYVn8PhbLbuyrMap3Qbr4BPEKD78nMI\nKhXMd98TgVGXb9Jz9tFH3qkUaQ9f3boyJTyJykBSkvdlrgHfnDla9Oghc6M4woCPiIiI4oYUPBRf\nrrki11LBblfI7g1Te7Ttk4INz4BPtf8PqA/uh+XmWyCkpZduwOS3f6D0PMkF7kSl0b27+4fAtGny\nazMrVPDO8CValpkBHxEREcUNKXgoKhJnZFJLhSpV3Bt8B1OaXVri6bm3T79C6r13bylHS4B7tkT8\n3vn7/vhjMdqWCu0QRUrHjjaMH28u+b5mTfksstwevpdfTqwzEAz4iIiIKG4UFYn/Sxk+KTPkWtlR\nDPjcT9E/+qgFnoYNEy/r0cMlE2CxQL/qEzhSUmHu2TtyAy/HlEr3YM51gr1jh5h2lWvKTlQaCoV7\nVv/6632/yHwVdEoUDPiIiIgobhw6JKaLpFLpUtGWP/5wTmnOn1eUBIYSuQzSQw9ZsW9fAW65xdkR\nXLv+GygvXoBpwCCuM4wQzyWdxcUKjBvn/rvNz0+wNXR0xSmV7gFf5cq+g7qBAxO7FQgDPiIiIoo7\n2dnSkk7x+7Q052Tu8881GDjQ6HZ7uQqRKhVQpYr7JNCweCEAwPTgkEgOlzwsXuy+jk5uLyZRaSgU\n7suH/TEYojyYK4wBHxEREcWdwkIxgMvIECd0/fvLVGlxEUzzZNVfR6DdsgnWtu1gb9yk1GMkka+i\nLYLLXPyWW/w/f0TBMBicLyqbzbtQky9yrRkSCQM+IiIiiluVKokTtXbt7PjooyKft7N4b+Hzol8w\nHwBQPHRYRMZGIl8VD10bWksT9USfeFN0ffKJ8zNg2TJN0AGfXMuQRBLkr4GIiIjoytPpBJjNzggi\nOdkZIFx9te+iDJ6VIj0pcnNgWLYEjrR0FmuJMF8ZPqnwDiAGhQcPFpTsySQKR9u2zs+A7GxF0AFf\nXl5i7yFlho+IiIjihmuwB7gv2ZILLN5+24Tu3W3473/N3le6MMyfC0VRIYofeZTFWiLMV4bPtZKq\nQgFUrCggObmMBkUJz2YLPuDr0CGxlxQz4CMiIqK4cP68d+TgGuTJZfH697di2bJiVKvmJ3Nks8Gw\nYB4cqWkoHvVkBEZKrnxl+OzO4qgJ1+iarryCAkCtDi5j/OSTQaz5jmMM+IiIiCgu/Pyzd0R3+LBz\nKiMXWARzhl/36Qoos7JgGjAIQmpaaYZIMnwFczZb4NsQhUp6z994ox1Go//bet4nUTHgIyIiorjw\n0EPetdOl9gyAfMAXaO8eABgWzIegVKJ4xOjSDI988BXMbdmiDngbolC1bi3+r1DI99+UYw2iDd/J\nk/H7ImXAR0RERHHLtQy7r6WD/mjXrYVm76+w3NoDjpq1IjgykvgK5saP1we8DVGonn5a/H/AAGvQ\n23FtMlv41q0rdPt+48b4TQPG78iJiIio3Bs82HlqPuSAz2pF8uRnAABF45+J4KjI1f79gZ8YBnwU\nKX36AIcO5aNCBWDPnuA+FDp1srt9v3dvgde+30aNfFcBjnXM8BEREVHcql07/AyfYd4cqP45juJB\nD8DW/LoIj4wke/cGXlfLgI8iRaEAKlQQv65YMbglnUYj0KiRM+jLzPS+Xzy/RhnwERERUUJQqYLv\n4aY8ewbGt1+HIyMDhVNeiuKoSAjiaYnnyTTFrnr1BLzzTjF++KEw4G01GufX0smj0aOd7Vzkln3G\nCy7pJCIiooQQSobP+MarUBbkI/+VNyFUrBi9QZFb+wWisjZoUHCRmlybkIkTLcjPV2DRIm1cB3zM\n8BEREVFM+vJLNTZs8L0csEsX9xmY6xl6f5Sn/oV+xVLYrqoH0wMPlWaIFIRgKiAGkwUkiqaDB52f\nNVLAp1YDtWqJL854DviY4SMiIqKYc/68AkOHGi5/nV8SELRrZ8PRo0pcvKjEhAlmt/sYvLs2yDIs\nfB8KiwXFTzyJoMv4Udis1sDrNYN97ojKmkYjBXzxu+6YAR8RERHFnGHD9G7fnz8vTraOHlVi8+Yi\n7NihQps2oVfNU2RnQb9oARyZlWHu2y8iYyX/qld34PRp34vK6teP3+qHlPikpuwXL8ZvwFcmSzrX\nrFmDRo0aYdasWV7XnTx5EuPGjUPnzp1x3XXXoV+/fli7dm1ZDIuIiIhikCAAP/7ofk76nnvEFNDF\ni0pUqSKgT5/A66t69fJeS6hfuhjKvFwUDR8JITklMgMmvzzL23sKpdgOUbS88opJ9vK//hLDpXHj\n9LLXx4OoB3znzp3D1KlTZa87efIkBg4ciA0bNqBTp04YNGgQLl26hLFjx2LhwoXRHhpRqRw/rkB+\n/pUeBRFR4jl2zPtM+uHDgUv7e/LaF2a1wvC/uXAkJcN0P/fulZVARVtUoT+1RBFXoYL8iYdjx5zh\nUjA9JWNR1Ec9efJk5OXlyV43depUXLx4Ee+99x5eeeUV/N///R8+//xz1KtXD2+//TZOnz4d7eER\nhcVsBtq2TUbr1slXeihERAknP9/30qk+ffxXAElJcU7apk1z3+On/3ABVGdOw9L7LlbmLEOBeqGF\n2j+RKBpOnJB/IboWHeraNamMRhNZUX2Lffrpp/j+++/RtWtXr+tOnjyJLVu2oE2bNujYsWPJ5amp\nqRgxYgQsFgtWr14dzeERhe3IEfGtk50dv+u5iYhiVXGx78/WQMGBXi8GF6++akL16i6BhiDAsHgR\nBL0eBc/9NwKjpGC9/bb8UjkJM3wUC7Ztk38hGo1lPJAoiFrAd/bsWbz66qu4/fbbceutt3pdv3v3\nbgiCgHbt2nldJ122a9euaA2PqFR27+ZfJyKiaDG7J+ZQVOT8etQoi9/7rlhRjBEjLBg82D0TqP7l\nJ6gPHoCly80QqlSJ1FApCNWqCRg61PfzxgwfxYKnnpJ/jb72mv8TFvEgam+x5557Dmq1GlOmTJG9\n/sSJEwCAOnXqeF1XuXJl6HQ6HD9+PFrDIyIiohj1xx/u05OZM7UlX197rf+Kjtde68ALL5i9evLp\nly8DAJgG3h+ZQVJIFH4WxPi7jqis+NrD57ZSIE5FpS3DihUrsG3bNkyfPh0ZGRmyt8nOzgYApKWl\nyV6fnJyMgoKCoB6vQgUj1Orym3HJzGSVsbI2ebLza1+/fz4vsYfPSWzi8xJ7rvRz8sIL7t9nZTl7\n5YU1tkuXgNUrgapVkTboHkCrDXyfGHSln5fSSPKz9WnhQlXc/mzxOu5EF87zUr16cPePx+c84gHf\nqVOn8Nprr+GWW25Bz549fd7OenkHpNbHh65Wq0VOTk5Qj5mdXRT4RgkqMzMFFy6wVGRZsloBq9X5\nZpf7/fN5iT18TmITn5fYExvPifuEatUqAYCYBgpnbMnjJsCQn4+CJ8ehONcMwBzwPrEmNp6X8JlM\nOgDyc77q1fNx4ULZjicS4v05SVThPi8FBQoAYjE+7/v7n/fFCl/BaESXdAqCgOeeew4ajQbPP/+8\n39vq9WIvC6tVvtqWxWKBwWCI5PCIIsJzb8nlZDUREUWJv6qdgah374J+ySLY6jeAachjERwVhYLL\nNinW6XSBbxOvIhrwLVu2DDt27MCzzz6LzMxMv7eVlnLm+2hkVlBQgJSU+EuZUuL77jv3xHheHv+K\nERFF01VXifv2xo0LMTNXVISU0cMBAAVvzGCj9SuIAR/FOp3O9169b74pBAAYjfG5ny+iSzrXrVsH\nAHj66afx9NNPe10/e/ZszJ49G6NGjcJVV10FQGzP4OncuXMwm82oX79+JIdHFBGexQRYXYyIKLqk\nxscPP+y/B5+npFdegvrY3yh6dDisnW6MxtAoSAz4KNb5y/C1auVA69Z2/PZbfE76Ihrw3X333Wjb\ntq3X5QcPHsR3332Htm3blvyrWbMmALH1wvDhw91uL7VjaNmyZSSHRxQRdrv79/wjRkRUOoIArFyp\nRufOdlSvLqBiRQcqVhRw+LB7Qba0tODPrmt2bIdh/hzYGjRE0bPyFcOp7CiV8ZkZofIj0JJOrVaA\nzaaAwxF/J/sjGvD17dtX9vLVq1eXBHyjR48uubxdu3bYvn07tm7dihtvFM+85eXlYe7cudBoNOjf\nv38kh0cUEe3b2zF7tvN7BnxElKiWL1fjwgUl+ve3omrV6E3Yt2xRYfRocd/++fP5yM9XoE4d78e7\nvP0/IPWunUh9cBCgUCB/5lwu5YwB/FtJsS7Qa1Rq9WK1xt9+v6i0ZQjWpEmTMGjQIIwcORI9e/ZE\nxYoVsW7dOpw+fRoTJ05EFTZGpRik8ugA4vDfEoqIKG6NGSMGYS+9pMP589GrTCct2QSAypXF4Cwp\nSUDVqg6cPRvaqXTlubNIHToYytwc5L8+HbbW3iuPqOzFW0aEyqf9+wt87tOTGgssXarBww9b4+o1\nfUUDvoYNG2L58uWYMWMGNm/eDJvNhvr162PChAl+WzoQXUmehWU9l3gSUeIRBMBiib+zuvGgoADY\nudO7l+4PP6jRuLEdZ8+GdrC0AX2hOn8OBZNegOnhoZEbKJUKM3wUDzIzfa9k0OvF6555Rg+jUcDA\ngbayGlaplUnA17dvX5/LPRs0aIDZruvjiGKczeb+V4sZPqLEN3iwARs2qHHyZH65CfrOnCmbGXr3\n7kn4+2/5U+Wh7NmDICB15KNQH/gDpnvuRfHopyI0QoqEeMqGEMm5dMn59GC/GgAAIABJREFUmXjg\ngApA/AR8fPsRhcjm8f5mwEeU+DZsEM+PFhZe4YGUoTvuMJbJ4/gK9kaPNmPGDFPQx9F+uQa6dWth\nva4l8t+exZQSEUWU6/yvqOjKjSMcDPiIQuQZ8NntnFQQUeI5efLKThEmTrSgfn0Bu3YVBL6xzYbk\nFyZDUKmQP3s+YDBEf4AUEmb4KN4lJTm/LiqKr7kf335EIeIePqLyKz9fAeHyKsNp07RYvfqKboWP\nW4IAzJqlxYED8tOQzp1tUF/+1bpOsnzRL18K1ckTMD3wMOxXN4rgSClSmHCleCcVbQG854Kxjn+p\niELkmdFjwEeU2ASXbWRt2iRj8GALmjVzYMYMcTNf377Rq155JVWr5sCZM9E5L7xjhwovvaTDSy/J\nb4j8+OPikq+TkgLv49MvWgAAKHryP5EZIEUcAz6KdxaL8+tBg+Ir4mPARxQizyWd8+dr8dhjFjRv\nzs18RImouNj9+8WLtfI3TDCuZ7ArVYrs55tr8QM5Ur8rIPDqTNWfB6H5/TdYunSDo2atCIyOooFL\nOine5ec7P7fq14+vOR/ffkQh8gz4VqzQoHv3INYcEVFc8nzPlxdmswJNm9rRuLHdqzpx6Y/t/3rX\nbJAUKFSoIJ/p03/0AQCgePDDERgZRQszfBTvpkxxfnC5npSKBwz4iEJUXid/ROXVrbf6PqFTrVp8\nneUNhiAAn32mRn6+AufOKZCeLiAvL7J7VrKyvGf/ixf7Lnt35Eg+fvtNpniL1Qr955/BkZEBS49e\nkRsgRVUivm8o8bVr59zDo46zNZIM+IhCFG8bdYkoeEuWaLBihftfcl9tA4D4O8sbjK++AoYPF9dR\nXrqkRI0aAhwORUT78k2apHf7fsoUExo39h0EpKXJL+3UL/kQygvnYe5zT2I+GQnEdS/s3r3lqL8J\nJSSNJoQeoTEgzuJToiuPbRiIEtd//iMGIgMGBFeI5cSJxDtvOmaM+/dGozixcS1YEGk1agjQ6wPf\nzk1xMYzT34BgNKJw7NNRGRdFjhBf82Miv+Lt/BIDPqIQMcNHRIns+HH376U9dA6HAkB0Zu0VKwpB\nVeN0ZXznLajOnkHRk+MgVKkSlXFR5PgK+ObPL5a/gigGvfdeMX75RRVUu5hYkninJomiTCo2kJ7O\n05VE8ebUKQVGjtTj9OngMvUzZ5aPipy+zJhRXBLwRaoFTZHMVj1BAJKTxcebOTNAACAIMMyZhaS3\nX4e9eg0UPTHG/+0pptWo4X8/X3FxMZYvX4rBgwdg8uRncOrUv2U0MiJvffva8PLL5rgrQsQMH1GI\n3nlH7BuVkSEgJyfO3vFE5dyECXps3KhGYSHw4Ycmt+vkApo33yzfAZ/BAKhU4teRCPgWLdLg6ae9\n125K+/fuuy9AVSy7HUn/nQTjvHdhr1wFuau+gJBeofQDo6jzzPBt316ILVtUaN3aO+D7+++/MHfu\nbGzduhn//HMcDofzNosWLcDMmXNx9939oj1kooTBDB9RmHJz3b8fNChAsygiuuJyc8WTNAUF3idr\n5JZrB+oBBwCOBCo4+Mcf7tMChcL5e7nvvvA/4xwO4MwZBV5/XT6ATk0NvGJCefYM0u/sAeO8d2Gr\nVx85X22AvX7DsMdEV1bDhg489pjVK1Oyb9/vuO22rvjwwwXIzs7CDTe0x7BhI7Bz56948813oFKp\nMHz4EEye/AwEbgwkCgozfERhqlpVwKVLzu+/+06NrCwgI+PKjYmI/JPmh3LLceRarmRnB87iW62A\nTlfKgcWIbt3cN6YUFipKguSzZ8M/Rzxpkg7vv+87W+qvxLkiLxfG6W/CsPB/UBQVwdy7D/Lfngkh\nLT3s8VBsysq6hPvv74/c3By8/PKrGDJkGNQuL4569eqjZcvrMXz4EMybNwcNGlyNhx4acgVHTBQf\nmOEjClHlyuLp/E6dvNc3FRVxiSdRLPMX8O3YoSr5Oicn+GMmSiEnuWSJTieU7OErDX/BHuA74NMv\n+RAZrZvB+O47cKSlI/+tmch7/0MGe3FIpQp8m7lzZ+Ps2TMYO3Y8hg0b6RbsSZo1a4GVK9cgLS0d\nzz//HHJzQ3izEpVTDPiIQpSWJqBiRfk1XNLSrmiWLyei0pML+KZOdabp3nhD/Fqt9r1krEED8aRP\norzft2zxnpHffbct6OIEn3yixujRwfdW6NPHGSnLPYbu0xVI+c9owO5AwaT/ImvnrzANflj+xhTz\nAjWqzs/Pw4cfLkDFihXx5JPj/d62Zs1aGD58JIqKCrF48YcRHCVRYmLARxQik0kBvV5+zuFwADt3\nqqDTicUJiCi2SCdltm/3Dm4OHHBeduqU+Aa32cT/77zTGZwMH27BwoXFuPZa8WBWqwI5OcCttxrx\nv//F7/v+n3/cpwR3322FSgWfGb61a9V45BE9bDaxevETTxiwYoUGa9aoS37Phw8rfRZ7mTnThFGj\nzHjlFZPXdaq/jiB5wlg4UlKR8+V6FI/5T3AbKilmBWpU/f7785CTk4NHHnkMRqMx4PEefvhRqNVq\nzJ8/x62oCxF5Y8BHFAKTCSguhs8GwYIgnuUGgLfeKt/V/Yhi0cmTYgBntfrPEq1dq8HQoc43uuse\nvSZN7OjVy1bSeNdqBbZuVeO331R47rlQu4fHjmKPbgjz5omBmK+A7+GHDfj6aw327FGhVq2UksuH\nDTNgyhQdjh5VoFOnJAwYIB+o6fXAlCkWDB3qviZWkZuD1Ifug7KwAAXTXoe96TXh/1AUM/w1qs7P\nz8OcObNgMBjw0ENDgzpepUqVcNddfXH27Bns27c3QqMkSkwM+IiCtHixBrVrp+DiRSWUSvkzlYLg\nnEgGWr5CRGXv4sXg/+x9+aVzhvrJJ86vpYa7Wq34OWCxuE9m582LzyyfxSIfBAfaw3fXXd7ZmPnz\ntSVFXrZu9f4wrFRJPiOjOH8eaQPvgfrwIRQ/PBTmAfcFGDXFC39/E5cvX4rc3BwMH/4EqlSpEvQx\nb7vtdgDA5s3flXZ4RAmNAR9RkGbNcmbsjhxRyS7pFAM+8WsGfETxpUUL343mWrZ0Xmc0ioGeM8On\ncGvNMHlyfGb5PFvNSFSq8Erf+1tlt3GjR/d1hwP6BfOQ0a4lND/vgalvPxRMeyOsx6XYJJ0g8WQy\nmTBnzizodDoMGzYypGPeeGMXKBQKbNmyKRJDJEpYDPiIghRo/wEgBnzSfpVgbk9EV45nVUqdzvd7\ndswYZ2UWrdb9f4slvnrxXbqkwIkT3mescnKclzVp4gxwXU9unTkjfhNM+zO5NheS6tWdB1Ce+hdp\nfXoiZeIEQKVCwcuvIn/2fJ41SzC+ns5vvvkKp079i/vvfxCVKlUK6ZgZGRVx3XUtsXv3ThQVFQW+\nA1E5xYCPKEjBlJQWBAUzfEQxrHZtZ2SWl+d+ncmkkM1CfPBBMVJSnJdLgZ6U4bPZ4FWYJJYDwJtv\nNqJ162SvqpyuAZ9rQOe6pLNFi2SsXKnGsWP+90B26GDzWayl5Lgn/kHykyOR0a4ltDt/hPn2O5C1\n/ScUDxvJD9AE5GsP32effQoAGDp0eFjHbdGiJWw2G/74Y1+4QyNKeAz4iILkuYTTV5VOaZLD+QpR\nbHA4xKqcv/yixIkTzj97JpNUwAWoUycZv/8uv1S7fn2HW/ByzTXiN1JwaDYrvIKbc+dir3XA/Pka\n7NypwunT4u/g3nvd9965BnyjRjkzmp4nu0aNMuCrr/zvUzSbFZg3T75w1Zjh+dAtX4oKXTvC8PES\nOKpUQ97MuchbtBRC5cqh/EgUR+QCvtzcHGzatBF16tRFw4ZXh3Xczp1vAgDs2LGtNMMjSmickhIF\nKZjmwyzaQhR7li9X46mnvCtFSv3zZszQorhYfN+azd6BmlYrQFpplp4uIDVV/Pqzz8QZ7KxZWpw9\n636/vDwFqlVzzxZmZ4vHr1q17Jd7nz2rwKRJ3nsLs7KAjAzx623bxA8tsxnIzXWux/T87FOpBGRn\nywe0115rx4kTShQVAT//7P4hmIpcPI73MHXxNKiL8uBISkbezLkw3zsouA9Yimt16ohp73r1nOnv\nn37aDYvFgj597gn7uE2aiFVcDx8+VLoBEiUwTkmJguQ6Hxk5Ur7TssPh3LcSzBJQIoq+jRvl/9SZ\nzeL/UpN1XzQaoFkzBxYsKMb11ztTecePix8K337rfXzPFgcOmwN9mpzB7anb8NID+6HIugTBaITt\n+tawtmoDR92rotpQPD9f/tgjRhiwYoX7YLUeiTnPWCwjQ8BXX8n/Tnv3tmHhQg2KipyPVxnnMBDL\n8QomwohiWJXpKBo2AsVDh8NxVb3QfxiKS82aObByZRGaNXMGfGvXfg0A6NKlW9jHrVv3KlSqVImF\nW4j8YMBHFIT33tNg3z5nBHfPPVasWuW9PsVudwZ8LNpCFBt8LT8Us3mB36fSUrTevf1UIfEgZQyV\n/xyHcc5MaL9YgwOOi0AOgNmut5wHALDXrotthm44dVqFO6ZcC3P/AUAQzaeDlZMjf/nmzeI0QPrc\nEiuVup+t8oxDNRrvJu0TJphxzTUO3HKLDZ8uE1D5n5/QBz9hAFagPXYCAHJVFbCs8UR0X/UQFBkV\nSv0zUfzp0sV97fMvv/wErVaLtm3bhX1MtVqNVq3aYP36b3Dx4sWQC78QlQcM+IiCMGWK+1IoX9m7\n997TlhRt8ddkloiunO7dbdi4UV2ypNPThAlmt6xfqO/lDFxC8keLkfbKJ9Ds2gGFIMBWqTKWYRC2\noRMa9G2Kng+no4omC5qf90Czayc0WzbhphMfXB4A4Jj2XxSNnYDi4U+ElPn76is10tMFdOrkPrHO\nzfV/jMJC8f9glptKewBdpacL6NnTBs2mb7H9n+HIxEUAgAMKbMTN+B43ofX0e3HLwOpB/iSU6M6d\nO4f9+/fhxhu7QlPKP5hNmlyD9eu/wb59e9G1680RGiFR4mDARxQGtdo5BzMYhJKz+UeOKEuCQe7h\nI4o9tWs7cO21dmzcqJbdr1erlgMTJliwcqWmJItlMMgHQaNGmTF7tvty0KF4H7MwGoZVJggKBaw3\ntMcfHR+F7Z6+uL9Dmnij1cC41cD58/mwtWojVqW0WNCr5l+wQoOvhq5AtVXzkDzlWaj3/Y786bO9\n11n6MGSIuFfx/Pl8t8t97bmTFBaK1yclef+s/torSFJTBRjmz0HypGdghhZzMAI70Q4Ha9yMn07V\nAAAsSCoGEHyWlBLbjz/+AABo1apVqY/VsqV4jN9//40BH5EM7pImCoNnI+KZM8U9MD162HDqFIu2\nEMWqW2+1QXc5RpP28Ln23/v+ezHV5ZpU87WysmlT194LAqZhIt7HYyiCEePxBmoI/+LFmzeh1VuP\n4AYp2PNFq8UetMVvaIkDAyYj64c9sF7XEvpPliP1sYdRsnTAD383ca3ACYhZTACoUUP8GQoKfAd8\n/o47aJAVHTrYcF/Wu0ie9AzsVauhA37EE5iDxXgQhalVS24rd2wqv7Zu3QIA6Nmzd6mPdfXVYoXP\nv/46WupjESUiBnxEYVCpgEqVxIlSnToO1KghTmRefVWHs2eVl2/DyQ1RrPn6a7VXw3Qp09eliw3J\nyc7rAKB3b6vPFZVSW4dMnMen6IeJeBVH0ADtsQNvYTzOoDqmTvVfEAYQq3eOG+e8ncUCCFWqIOez\ntbC2bgvdN18h6cXJAY/jumzTszG6Z4ZvwgQLatRwlFxeUCBeLv38rvz10xs40Ipv7vsAGc9PgKNS\nJeQu+xSTVjcpud5kUuC++yyoVs2Bbt0CNOajcuXgwf1QKpVo3LhpqY9Vu3ZdqFQqBnxEPjAHQRQG\ntRoYMsSKvDwF7r/filOnvM+dcA8f0ZWxaZMKhw4pMWKE1StYKSxUlGT0TCYF8l1WPrpWq5T2qX33\nne8/k+3a2XAvVmABhiIZhditao86P3+EI9c1CGqc991nQOfONjz/vPseYZvtcnCWlITcFatRoVsn\nGOfNgb3uVTANGeZzT19urvPrP/5QolkzBwRBDCA9M3wASj63CgqcSzqTk71PVNnt8o/30EMWdDn+\nEVKeGglHUjJyV3wG+7XNUOOYM/N57JgSu3aZAZh9/h6o/MnOzsIvv/yMNm1ugE4X+KRIIBqNBrVr\n18GxY39FYHREiYcZPqIwqNWAwQBMnGhB7dqCbDaPbRmIroyBA414/nk9bDa4BXQAMG2aqaRFwdtv\na5GV5Qxm5OIo1/YCnq7ZvworMBAOKPEUpqODfSuU1augYkWHz/u42rhR7RXsAe5LKIWUVOQuXApH\nSipSJk5AyoihznTcZatXq7F8udotw3fpkvj12LE61KqVgvff970H8KefVHjjDfF6uYDP4ePHeaX+\nfKQ+OQJCejpyV3wGW7MWAICrrnIeY8wYBnrkbc+eXQCA9u07RuyYDRtejYsXL+LSpUsROyZRomDA\nRxQGz2BObr+eyVQ2YyEieXa7dyP1u+6y4fffxT99+/er0K+fuEFvxAj3kp2u/fbkKE/9i+Snx8Ki\nMeJGbMU7eAr2y4tmLl0q3Z9WzyIp9mubIefbLbC2agP96k+R3qcnFFnOSe3jjxswZowBs2c7gzrp\n82fZMu9Ab8oU8coOHcQHuvdeI3buFMce7JLO+7AUVf/7JBzp6cj5bC1sbW+Q/VmqV+fSdvK2ceMG\nAEC3bt0jdsymTa8FAOzfvy9ixyRKFAz4iMKQmuo+iZEL+DjRIbqy/v1X4VVwRKsF6tZ1vjdPnhT/\nDFao4P5+Xb68CDfcYMPq1UWyx04ZNwbK7Gx8f8cr2IvrAABGo3iMm27yXYlyyRL547mSK5Jir9cA\nOZ9/A9Pd90Dz+29Ie3CQs+rMZa79BqX9hZ7OncvHqFHiA0jVhV3J9Q91D/gEjME7WIoHIGh1yP14\nFexNr/H5s0RgtR4lGEEQsG3bVqjValx/feuIHfeaa6SA74+IHZMoUTDgIwqD5yRGbvlmWhoDPqIr\nadYsLWbOdGa4Fi0qhkLhrFDpSqt1f7+mpwNfflns1c8OALTrv4F200ZYOnfB7x0eK7n8yy/FYO79\n94tLijq5euedYtx6a+DCJVarj2WkWi3y5y6A+Y67oNm9Eymjhvtcb1lcDBw86P0n3nXZ6q+/en9w\nSQWoXEnZz5b4BbvRFu/gKZxFFeSs2wRbqzZ+fxYWryJP//xzHEePHkHXrjdDr/de0hyuq66qBwD4\n998TETsmUaJgwBcle/YosWMHN3GVF3J7fzyr5BGV1qpVaixerMH8+Rq+vnxw/b0sW6bFokViwPfI\nIxb07Clm3uSWLS5bFlyVJUVuDpLHPwlBo0HBC1NhcQnOrrpKDL7S0oDMTO8nqFWr4Pb2+e17p1Qi\nb/Y8WFteD/3nq2Gc9pLszZYt0+Cmm5L8Po4UoLqSC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HjxfJbvSyL38+DBfUaPHo6/fzXW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11300b3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   -1.908353\n",
      "p-value                           0.328142\n",
      "#Lags Used                       33.000000\n",
      "Number of Observations Used    7536.000000\n",
      "Critical Value (5%)              -2.861924\n",
      "Critical Value (1%)              -3.431218\n",
      "Critical Value (10%)             -2.566974\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "test_stationarity(oil['Value'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This suggests that we can accept the null hypothesis with a significance level i.e., **the series isn't stationary**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make a Time Series Stationary\n",
    "\n",
    "There are 2 major reasons behind non-stationaruty of a TS:\n",
    "\n",
    "1. **Trend** – varying mean over time. For eg, in this case we saw that on average, the oil prices are growing over time.\n",
    "\n",
    "2. **Seasonality** – variations at specific time-frames. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SIBCKmGCFKubG8qkMVubygNHsCa6wtTTE5ABpu9H5IW4qj7cyZXeEWPqkD3xc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qEQERERkZlTCwLOJOXgzW+PYM3ORMilEkwbGYnnH46EvQ27cxCR+ese6YmYYDckphZi18k0Uw+n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\nk0LezEx1jno86t6VdkgcJE0GWSnS/eY2VzLIm50T1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FjGAoCkiuyIDnRBRR3Fr8JcoBkL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\njRc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4d73K8nvO/JE6BmM7UBWN9fhF2+Kxui7M9P3Lh9dqZTe/uGq2tBZUBM0JkCIzRmM3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\nERERERGRw/l/2BLnp4BtJIEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f32a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "ts_log = np.log(oil['Value'])\n",
    "\n",
    "decomposition = seasonal_decompose(ts_log, freq = 365)\n",
    "\n",
    "trend = decomposition.trend\n",
    "seasonal = decomposition.seasonal\n",
    "residual = decomposition.resid\n",
    "\n",
    "plt.subplot(411)\n",
    "plt.plot(ts_log, label='Original')\n",
    "plt.legend(loc='best')\n",
    "plt.subplot(412)\n",
    "plt.plot(trend, label='Trend')\n",
    "plt.legend(loc='best')\n",
    "plt.subplot(413)\n",
    "plt.plot(seasonal,label='Seasonality')\n",
    "plt.legend(loc='best')\n",
    "plt.subplot(414)\n",
    "plt.plot(residual, label='Residuals')\n",
    "plt.legend(loc='best')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:5: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=365,center=False).mean()\n",
      "  \"\"\"\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:6: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=365,center=False).std()\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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bF0lJ7A9IRERERERUXAZJBuPi4iCVSuHv76+xXCKRIDAwEKmpqTh37pzW9x8+\nfBgA0KVLl3yvBQUFYdasWRw+nYiIiIiIqAT0ngxmZmYiISEBVapUgb29fb7Xvby8AAB37tzRuo2r\nV6/C0dERnp6eWLBgAdq1a4cGDRqga9eu2LBhg75DJiIiIiIisjp67zOYmJgIAChbtqzo6y4uLgCg\ns5nnkydP4OjoiI8//hg3b95Eu3btYGdnhwMHDiA0NBS3b99WDU6ji7u7M0cyMiO6hrUl88HjZDl4\nrCwHj5Vl4HGyHDxWloHHyfzpPRnMysoCAEilUtHXlcszMjK0biM1NRXZ2dl48OABdu7cicqVKwMA\nxowZgwEDBmDdunXo0qVLvmaoeXFuE/Ph4eHKeR8tAI+T5eCxshw8VpaBx8ly8FhZBh4n86ErKdd7\nM1FHR0cAuUlhXpmZmQAAZ2dnrduQSCQAFAPQKBNBAKhQoQI+//xzAMBff/2ll3iJiIiIiIiskd6T\nQRcXF9jY2OD169eirycnJ6vW08bVVZG9qo8kqlS/fn0AQHx8fElDJSIiIiIislp6TwalUim8vLyQ\nkJAAuVye7/V79+4BAGrXrq11G7Vq1QIgXruoXObk5KSPcImIiIiIiKySQaaWaNKkCdLT03H27FmN\n5YIgIC4uDo6OjqhXr57W9zdt2hQAcPTo0XyvnT9/HgDg7e2tx4iJiIiIiIisi0GSwT59+gAA5s+f\nr+ojCABbtmzBnTt38N5778HBwUHn+6VSKVavXo3bt2+rlj9+/BjLly+Hvb09evbsaYjQiYiIiIiI\nrILeRxMFFDWDffv2RVhYGHr37o2goCDEx8dj//79qFGjBkaPHq1aNyoqCpcvX0ZAQAACAwMBANWr\nV8fUqVMxbdo09OnTB126dIG9vT327duH58+f45tvvkG1atUMEToREREREZFVMEgyCAChoaGoU6cO\n/vjjD6xduxbly5dHv379MHr0aJQrV061XlRUFHbs2IFRo0apkkEA6N+/P2rUqIHly5cjMjIScrkc\nPj4+CA0NRfv27Q0VNhERERERkVWQCIIgmDoIQ+HcJuaDc81YBh4ny8FjZTl4rCwDj5Pl4LGyDDxO\n5sOo8wwSERERERGR+WMySEREREREZIWYDBIREREREVkhJoNERERERERWiMkgERERERGRFWIySERE\nREREZIWYDBIREREREVkhJoNEREREZFRRUbaoU8cFN25ITB0KkVVjMkhERERERjVmjCNev5Zg2TKp\nqUMhsmrO3RjZAAAgAElEQVRMBomIiIjIqOztFf8nJLAoSmRK/AYSERERkVEpk8H9++1MGwiRlWMy\nSERERERGJZUKpg6BiMBkkIiIiIiMTFkzCAAZGaaLg8jaMRkkIiIiIqOSqo0bk5jIEUWJTIXJIFEB\nBLZkISIi0iv1ZJD3WSLTYTJIpEO1ai6oWNHV1GEQERGVKvb2uRkgk0Ei02EySKRDRgabrhAREemb\nRO32mpNjujiIrB2TQSIiIiIyKvXaQNYMEpkOk0EiIiIiMiomg0TmgckgERERERmVegLIZqJEpsNk\nkIiIiIiMijWDROaBySCRFidP8utBRERkCKwZJDIPLO0SadGlSxlTh0BERFQqCYJE7WcTBkJk5ZgM\nEhEREZFRsZkokXlgMkhUCJGRtqYOgYiIqNRITc39mckgkekwGSQqhB077E0dAhERUalx+3ZuETQn\nR6JjTSIyJCaDRIXAp5ZERET6k5WV+zPvsUSmw2SQSERmpubvHOmMiIhIfyRqlYG8xxKZDpNBIhEp\nKZq/80ZFRESkPxxAhsg8MBkkEiHJ032BySAREZH+cJ5BIvPAZJBIRN5kUC43TRxERESlkXoCyJpB\nItNhMkgkIu+NKTOTI50RERHpi4ND7s9MBolMh8kgkYi8Nyb1Uc+IiIioZGzVpu9lMkhkOkwGiUTk\nvTFlZ5smDiIiotKIA8gQmQcmg0Qi8k6Ay2aiRERE+qPeZ5ADyBCZDpNBIhF5b0ysGSQiItIfDiBD\nZB6YDBKJYJ9BIiIiw2HNIJF5YDJIJIJ9BomIiAyHNYNE5oHJIJGIvE8ps7LYZ5CIiEgfBEGzb37e\nfvpEZDxMBolEsM8gERGRYZw6xeInkbngt5FIRN4mKzVrskMDERGRPqSladYEss8gkekwGSQSkffG\n1L07qwaJiIj04cABO43f2WeQyHSYDBKJ4FNKIiIiw1iyRKrxe1KSiQIhIiaDRGLyPqXkU0siIiLD\nGDzY2dQhEFktJoNEIpgMEhEREVFpx2SQSETeYa6ZDBIRERFRacNkkEgEawaJiIiMLyMDuHKFxVMi\nY+G3jUhE3gFkOKAMERGR4X30kRPatCmD06dZRCUyBn7TiETkTf5OnbJl7SAREZGBKaeduHTJ1sSR\nEFkHJoNEIvImfjt22CM83E58ZSIiIiqUjAxTR0BE6pgMEokQaxZ66hSfUhIREZXEjBkOosvzPoSV\nSNgch8gYmAwSiRBrEspmokRERCVz6JB4K5uICLa+ITIFJoNEIsQSv19/lRo/ECIiolLE1jb3Bjtl\nSm6b0W++Ea8xJCLDYjJIJIKjhxIREemfrVqPi+bNs1U/P3igWSSVaE73S0QGwmSQSIS2ZJBNRYmI\niIrPTq01qA1LoUQmZ7CvoSAI2Lp1K3r27IlGjRqhVatWmDp1Kp4/f16s7d2+fRsNGzbEoEGD9Bwp\nUX7akkHWGBIRERWfejKYmJhb/deiRbbGeqwZJDIOgyWDP/30E6ZMmQIACAkJgZ+fH7Zu3Yr+/fvj\n5cuXRdpWTk4OJk2ahPT0dEOESpSPthpA1gwSEREVn3ozUR+f3Ces587Z4sULEwREZOUMMnTThQsX\nsHLlSgQEBGDVqlWw+99joM2bN2P69OlYsGABZsyYUejtrVixAqdPnzZEqESicnLEH0kyGSQiIio+\nO7vcG2mZMrk/JydL4OPjaoqQiKyaQWoG161bBwAYOXKkKhEEgAEDBqBmzZrYtWtXoWv5bt68iYUL\nFyI4ONgQoRKJYs0gERGR/qnXDLLPIJHpGeRrGBcXB6lUCn9/f43lEokEgYGBSE1Nxblz5wrcjlwu\nx4QJE+Dp6Ynx48cbIlQiUUwGiYiIDIv9AolMT+/JYGZmJhISElClShXY29vne93LywsAcOfOnQK3\n9dtvv+HChQuYNWsWnJyc9B0qkVYcQIaIiEj/1B+q6koGmSgSGYfe+wwmJiYCAMqWLSv6uouLCwAg\nKSlJ53auXbuGxYsXY8CAAWjWrBnu379f5Fjc3Z1hZ2db8IpkFB4eltMX4I03xJdXqOAKZ2fjxmJs\nlnScrB2PleXgsbIMPE6Gpz6aqKen9v39xhtO8PDQvh0eK8vA42T+9J4MZmVlAQCkUqno68rlGRkZ\nWreRnZ2NiRMnwsPDA1999VWxY3n5MrXY7yX98vBwxdOnuh8AmJOXL20B5M/6njxJQpkyxo/HWCzt\nOFkzHivLwWNlGXicjCMz0wnK4ufz50kAxJOF16/T8PRptuhrPFaWgcfJfOhKyvWeDDo6OgLITQrz\nyszMBAA466heWbp0KS5evIgVK1aoahKJjImTzhMREemf+n2UA8gQmZ7ev4YuLi6wsbHB69evRV9P\nTk5WrSfmypUrWLp0Kfr27YtWrVrpOzyiQmHSR0REpH/qUzexXyCR6em9ZlAqlcLLywsJCQmQy+Ww\ntdXss3fv3j0AQO3atUXfv3//fmRlZSEsLAxhYWH5Xo+Li4O3tzcCAgJUU1gQ6RtHEyUiItI/DiBD\nZF4MMul8kyZNsH37dpw9exaNGzdWLRcEAXFxcXB0dES9evVE3xsQEIBRo0blW/769WusXbsWVatW\nRe/evVG1alVDhE4EgKOJEhERGYJ6MmjLMf6ITM4gyWCfPn2wfft2zJ8/HytWrFANGrNlyxbcuXMH\nH3zwARwcHETfGxgYiMDAwHzL79+/r0oGR48ebYiwiVTYZ5CIiEj/ypfPvZFKJEBsbDICAzk+BJGp\nGKxmsG/fvggLC0Pv3r0RFBSE+Ph47N+/HzVq1NBI5qKionD58mUEBASIJoFEpsBmokRERPr39tty\n7NtnhwUL0gAAlSuL31jZTJTIOAw2jlNoaCgmTpyInJwcrF27FufPn0e/fv2wfv16lCtXTrVeVFQU\nFi9ejLi4OEOFQlRk6h3cC7OciIiICq96dUUS6OgIVK2avzkOk0Ei4zBIzSAA2NraYujQoRg6dKjO\n9X788Uf8+OOPBW7Py8sLV69e1Vd4RDqxzyAREZH+ibWw+d+sZERkApzhhUiEtuagTAaJiIiKRxCA\nuXMVY0ao1/zZ2LAPBpGpMBkkEqFMBj/4IFNjuVxugmCIiIhKgRs3coud6smgncHaqRFRQZgMEolQ\n1gDmHfaaySAREVHxpKfn/qyeDDo7Gz8WIlJgMkgkQpkM2uT5hjAZJCIiKp5Ro8Q7B54/n784ygFk\niIyDySCRiBcvFHehvMngvXv8yhARERXH5cu5zW3Uk73MTGZ+RKbCki2RiG++UTy9PHhQsyPDhAkO\npgiHiIioVJFIdA8aw5pBIuNgMkikw507ml+R1FTenYiIiEqKyR6ReWAySFQE7DNIRERUckwGicwD\nk0GiImAySEREVHIFJYNMFomMg8kgURHI5bw7ERERFUfdurlPVAtK9o4ds9W9AhHpBZNBIh3ydnBn\nzSAREVHx1KmTo/q5oGRwzRqpgaMhIoDJIJFO5coxGSQiItKHnNxcENnZpouDiHIxGSQS0bq14i4V\nGpqhsTwlRYLUVFNEREREZNnUH6hmZ7PbBZE5YDJIJMLTU1EjWKlS/nmQFi9m0xUiIqKiEoTcBFA9\nMVy4MM0E0RARwGSQSJSyKYudXf7X4uP5tSEiIioq9QRQ/eeBA7Mxf3668QMiIogUdYlIeZOytc1f\nM0hERERFp95nMG8f/Pffz8K4cY56/8y0tDTcuxeP7OxsODhIIQhAWloqAAk8PSuiYsWKev9MIkvC\nZJBIhPImJVYzKDA/JCIiKjL1BFA9MQQAGz00uklNTcXChXOxYcM6pKWlITs7C2lpaRB03Ljbt++I\nJUuWw929XMkDILJATAaJRDAZJCIi0i9dNYMAYGcnFHtgmYMHD2DMmBF4/PgR3N3d4eVVDVKpPZyc\nnFG7dh1IpVJkZWUBAJycnJCTk4MzZ04jKmof3nmnFTZuDEPduvWK9dlElozJIJGInBzFzciWc94S\nERHphWYymD/ps7Mr3pQTixb9gpkzp8He3h5jx/4XY8Z8CRcXl0LEk4PZs7/D/Pk/IySkP/bsiULF\nipWKHgCRBeNIGEQiWDNIRESkXykp4qOJKhXnAezNm9cxa9YMeHh4Ys+eKHzzzbRCJYIAYGNjg0mT\npuGrrybh3r14/Pzz7KIHQGThmAwSichNBpn5ERER6cOrV7nJoFSa//4q9gC2IL/8Mhc5OTmYOfMH\nNGzoV6y4xo37CjVq1MSmTetw/fq1Ym2DyFIxGSQSkTuaaP7X2HSUiIio6F6/Vvz/ySeZaN8+f9Vg\nUR/ApqWl4c8/d6B69Zro1atPseOys7PD5MnTkZmZiWXLfi32dogsEZNBIhG65hnUx4hnRERE1iYl\nRYLGjeX4/vsMvTxsPX48FmlpaejatTtsSnhz7tGjFypXroIdO8KQmppaom0RWRIWa4lEKGsGmfgR\nERHpR3a27oSvqM1EDx8+CAAIDm5XgqgUbG1t0bfvACQlvcaff+4o8faILAWLukQi5HIJbG0FSERG\nuBZbRkRERNrJ5Yp7640b2oue6smgq2vBTUZv3rwBAKhfv0GJ4wOA998PAQBs3rxBL9sjsgRMBolE\n5OQonl4y8SMiIiq5ffsUmd7Ll9pvrOqtcYYNy9S5vaysLBw5chiVKlWGh4eHXmKsU+ct+Pk1Rmzs\nv2wqSlaDySCRCLmcySAREZG+nDtXcJFTfQCZgu6/CQkPkJT0Gq1bt4VEjzfrpk0DIZfLcf78Ob1t\nk8icMRkkEnHvnkRrf0GJhNNNEBERFcXcuQ4FrqM+9YT6BPViEhIeAACqVvUqUVx5NW7cBABw6tQJ\nvW6XyFwVY0YXotJt82Y7PH+uyARZM0hERGQcz57lPoUtKBk8f/4sAKBatep6jYHJIFkb1gwS5REe\nbq/6mQPIEBERGZ9QQCOcEyfiAABt2gTp9XNr1KiJ8uXLMxkkq8FkkEjNqVM2qk7ugO6pJWbMcEBg\nYJkCn14SERFRwYKDs1U/5+Rof/IqCAIuXrwAZ2dnvdcMSiQSNG7cBPfuxePJkyd63TaROWIySCaX\nlWXqCHJ9/71mnwax/oHKmsFff5Xi9m0bJCcbIzIiItKXgmqdyDTq1ct9uqrrGN2/fx/Xr19D8+Yt\nSzzZvBg2FSVrwmSQTCoxEaha1RVffllwx3JjyDvhbWGahHJieiIiyzF5sgMqVnTlgzwzZGubmwHq\nanVz4cIFAECjRo0NEgeTQbImLMaSSV25YgsAWL9eauJIFOztNX8vTDLIPoRERJbjt98U95tbt1gE\nMqbatRXZXadO2VrXUX8gq6tmMDw8HADg52eoZNAfAHDyJJNBKv14JSRSY2OjefdhMkhEpNuiRVLs\n22dr6jCKjNdu42raVA4AmDkzXes66i1tdCWDx48fh42NDdq2fUdf4WkoW9YNdeq8hVOnTkAulxvk\nM4jMBZNBMilzm7Mvb+GgMKOJskBBRNZKEICZMx0QEuJs6lCKzNby8leLphwfIG8LHHXqx0RbM9Gn\nT5/i+PHjaN68JRwcDNfFpHnzlkhJScbOndsM9hlE5oDJIJEaJnpERIWnXnuzcKF5NPcvLPb3Nq6i\nJoPaagYfPXoIAKhbt56eIhMXEjIEAHDkyGGDfg6RqfFSSKSGySARUeGpF9i/+848BgIrLCaDxpWb\nDGpvEVSYmsFnz54CACpU8NBXaKJ8fd+Gh4cn9uzZDYHDz1IpxkshERERFQvnWaXCEAQgKUnxdFV3\nzWDBo4k+fvwIgOGTQXt7e7Rq1RqvXr3CxYsXDPpZRKbEZJBITXFqBvnAkIislaVd/9QTDEdHCwve\ngg0b5oh//lEMFZp3Cid1hWkmevbsaQCAj49hm4kCQLt2HQEAYWFbDP5ZRKbCZJBIh8IMIENEZK0s\nLRnMVpvVwNJit2Th4bnVgYXtM3jsmHjWeOfObQCAj4+PXmLTpWvXHrC3t0d4+J9sKlpKLV9uj+7d\nnTSuDdaGySCRGvYZJCIqPEsrH1+9mlvssbTYSwtdo7iqv3bzZv4iqlwux6lTJ1CtWjW88UZZA0Sn\nycXFBe3bd0J8/B3Ex981+OeR8U2Z4oi4ODs8emS9BT4mg0RqijO1BBnXw4cSfP21A54944EgMjVL\nS6jatSuj+tnSYrcGBU33cfHiebx8+RIdO3Y0TkAAgoIUcxnu2rXdaJ9Jxie1rMGQ9YrJIJmUOSdW\nHh45ovHl7dTOAoVxffGFI1avluK776z4yk1kJhISzPgiXgBeu81PQcngpUsXAQABAQFGiEahS5du\nAIATJ+KM9plkfNZ8PWAySKRGPfn74YcM0WTQmp8emQNl4TM52XILoUSlxcmTnLmd9Of4cd3F0ps3\nbwAAvL29jREOAKBSpcqoUqUqTp48wX6DpUxqqqkjMA9MBkuJn36SYu9eHUN0mSlzrhmUSMw7PmuV\nkaE4KEzKiUwvPd1yL5Is15ufU6d0P1xQJoMymcwY4aj4+fnj6dMnuH37plE/lwxrzZrc0Yys+XrA\nZLAUyMwEfv7ZAUOGOJk6FItXmD6D1nzBMAeZmYr/pVIeCCJTS0szdQTFx2u5+fnqq0ydryck3IdU\nKkWlSpWMFJFC27bBAIA1a1YZ9XPJsNRbNljz9YDJYCmQlZX785Ytllc7aK4KWzNozRcQU8hNBk0b\nBxEBu3dbzj2H12rTKMp+d3PTvXJKSgpcXFwgMXKznYEDP4SLiys2bFiLly9fGPWzyXCcROpQXr0C\nVq+2R3q68eMxFSaDpYBcnvvz6NGsHSwJ9ftL3mRw9WrFI3AWKEwrM5PNREm/Xr8GevVywpEj7P9W\nVHFxlpMM5h/8y3KbuFqSoszfZlNAqTQ1NRXOzmV0r2QAjo6O+OyzkXj9OhELF843+ueTYaifb8qy\n3ZdfOuLrrx2xeLH1FDKYDJYCWVm8oRlC3mTwzTdztK9MRqO8YLM/J+nLxo32OHbMDn36OJs6FDIg\n9QenAB/sGUtRksGCRhN9/fo1XFxcShZQMY0aNRYAEBUVCUEQkJOTg8jIvdi79y8OLGOh1K8Jp0/b\nYsAAJxw5onjAdeOG9aRI1vOXlmJ5L7SWdE0ypwL92rX22L49tzOxjY1gVvERkWFY0jWTis+S75WW\nLG8Srouue25ychISE1+hcuUqJQ+qGJydndG5czdcvXoF//zzN3r06IRBgwZgyJD38euvi0wSE5WM\n+jVh6FAnHDxoh8RExUlYlPPW0jEZLAXy3uCs6QTWp//+11Hjd203JRYgTEt5XHgcSF94LlkHzhFr\nGkVrJqr9oDx+/AgATJYMAkDfvv0BAH369MDx47Fo3NgfADBnzvdITHxlsrioeHSdm0U5by0dk8FS\nIO8Ja00nsCEpk44//kjF33+nsJbQDERE2CIpSXEg4uIsp39XRgYwa5YUt2/zJCIyFTYTNY3s7MJf\n93Q1E01OTgYAkzUTBYAePXrhP/8ZiWrVqmP8+AnYuzcaI0d+gdTUVJw+fcpkcVHx6Oqjak0VK0wG\nSwFLTgbNOcFSxhYUJIePT+4jZRYgTGfw4Nw+XWfOWE4yuGGDPRYscGCfNCpVLO1ayGTQNIpSqNZV\nOE9MTAQAlC3rVsKIik8ikWDmzB9w8uQFTJgwGRKJBIGBzQEAR44cNllcVDze3trHgijKQwxLZznD\ngJFWeU/YvE1hqHgKM+egLnK5HCdOHMfNm9eRnp4OqVQKFxcXvPHGG3B1fQNZWVl4/PgRXr9+jaCg\nd1CjRk29xU7mY8cOO2zdquiLev8+n7+Zo4KSgowMYM8eO3TsmI0yxh/I0GxZWjIll2texC0tfkul\nrwFkXr16CQBwd3cvYUT61bZtMBwcHBAR8RcmT54Om4KGRCWzoT41W17WVDNosGRQEASEhYVh/fr1\nuHv3LlxcXBAcHIyxY8eifPnyBb5fLpdj3bp12LlzJ27dugWJRILatWtj4MCB6N+/v6HCtkh5T2ZL\nqhk0Z8XtM5icnIzff1+K5cv/D8+ePS3UZ9na2sLfvymCgt7BqFFj4ejoWPCbrJy/v2Vcqf/zH073\nYunmz5di3jwHfPJJJr7/PsPU4ZgNSysssWbQNIpSJtH10PXZs2cAAHf3ciWMSL+cnJwQFPQOIiP3\n4ty5M2jUqLGpQ6JC+PRTR+zcaa/1dWsqSxssGfzpp5+wcuVK+Pj4ICQkBHfv3sXWrVtx7NgxhIWF\n6XyyIwgCRo8ejQMHDqB69ero27cv5HI5oqOjMXXqVFy4cAGhoaGGCt3i5L3BKZ5+8i5XUoWtGVQv\nUCQmvkKvXt1w8eJ5uLm5YdCgj9CkSQDs7e0hl8uRnJyMpKTXSExMhFRqD0/PSgCAzZs3IC4uBnFx\nMbh3Lx6//LLE6JPqWpoaNVgFTsYRE6OorrhwIf8Tf2ue6kSsFUpOTsFzxZkKk0HT0Fcz0TNnFH3y\nvL3rljAi/WvTJgiRkXsRH3+XyaAFkMuhMxEErKuVnUGSwQsXLmDlypUICAjAqlWrYGen+JjNmzdj\n+vTpWLBgAWbMmKH1/ZGRkThw4ACaNWuG5cuXw8HBAQDw1Vdf4f3338eWLVvQo0cPNG3a1BDhW5y8\nNYOW9LTWEgtQ2goQ2dnZ+PjjQbh48Tzee68vZs+eV+i+DcOGfYonT56gW7f22LRpPbp3fxcdOnTW\nY9REpE1BSYHydbEmbO3bOyMlRYKYmBT9B2bmlPead97Jhr09EBlph6QkoGxZ08aljSXdG0sTfQ0g\nEx9/FwAgk3mXNCS9q1LFCwBw//59E0dChVGjRsGDEFli+bS4DPL8bt26dQCAkSNHqhJBABgwYABq\n1qyJXbt2IT09Xev7IyIiAACjR49WJYKAYgSpYcOGAQAOHjxoiNAtUt4LrSXd8Mz5y5b3CaVEoigR\nauv3NXny1zhy5DA6d+6GJUt+K3Ind09PT/z++xoAwM8//8hJbAtgzueOpREE1pLoomvfnD9vi1u3\nzLQqzMCUT85tbYGyZRU76dUr8/1ismbQNIo2tUTuz56emlUzCQkP4OHhCalUqqfI9MfLS5EMPnhw\nz8SRUGFkZhZ8nbKmMoZB7mBxcXGQSqXw9/fXWK4YdSkQqampOHfunNb3d+nSBZ9//jl8fHzyvaa8\nCKSkWN9TWG3S0jR/t6R2zuZ8M9Z2ITh4MH+F+po1K7Fq1e+oW7c+fv31N9jqerypQ8OGfujcuRtO\nnz6FU6dOFGsbpVFcnA26dNEcidOaLtSG1rmzM5o358goBeE5p0mZDNrYAHZ2iou5OT+M5DyDplGU\nc8LWNvegPHmSW0QVBAEPHyagatWq+gxNbypVqgwAePTokYkjoYK8fl249cy1ubsh6P1PzczMREJC\nAqpUqQJ7+/ztcZVPT+7cuaN1G506dcIXX3whOpdMZGQkAMDb2/yaCZjK119rDjZizjfjvMz5Zpy3\n4Keogc0EcA3Xrl0FoNjRKSkp+PHHmXB2dsaqVetLPAfShx8OBgBERu4t0XZKk+7dy+DkSc0EmwVz\n/Tl92nprtwBAEHgyFYcyuZJIBIv4PnI0UdMoyQAyymP04sULZGRkoHJl80wGlYPavHrFiefNXXJy\n4S5W1pQM6r3PYO48MOKdBpQF5aSkpCJv+/Dhw4iIiEDZsmXRrVu3Atd3d3eGnZ3lzEVWXHfvav5e\ntqwLPDxME4suHh6u+Za5uel+3ZTc3Z019uPp0+kAmgI4h1atAMANgCeaNbuP1NRUjB07FoGBjUr8\nuT16dIKTkxO2bduCuXNnG32YanM7Dto4OdnDw0N3B3BzpM/9q+9jZSnHXt/Un9+I7QNlbwd7ezut\n+6igfVca962y4O7sbA/lAMjlypnn/QcA8lbauLuXyRdraTxOpuaaZ5fq2sf/m1depXx5V9jaAg8e\n3AQA1K5dU/V+cztWLi4uSE5ONLu4TM3c9kfec0wbBwft1/vSRu/JYNb/RjPR1qZbuTwjo2jDc586\ndQpjx44FAMyYMUNrsqnu5cvUIn2G5dI8WZ88SUH58uY1DJKHhyuePs3/AODFCxsAiuZpYq8bl+Z+\nTExMxdOnudWsu3bNAHAOQAv07VsNYWG7AFyDl1c9dOrUCWPGfKWnv8EGvXr1waZN67Fhw1Z07txV\nD9ssHG3HyfTyX5AzMrLw9Kn2vsfmQzN2fe1f/R4rRYzmeewNLzlZCkDRP11sH2RlOQGwQ3Z2Np4+\nzdMuvxD7zny/VyXz9KkEgAuysrKQkSEAkOL582S4uZlnldvTp7n3GwB48SIFT5/m3itL63EytWfP\nbAHkNvPXtY8VfU5zn848epQEqRS4ePEaAMDNzQNPnyaZ5bFyc3PHs2fPzS4uXU6dskHfvs7YuDEN\nzZrpv1mZOR6nx481zzFtsrLErveWS1diq/cqB+X8aFlaZnLMzMwEADg7O4u+Lubvv//GsGHDkJqa\nivHjx6NrV+MVji0Rm4nqh3pzlevXr+HXX+fB1rYmvLz24tdffwPwEkAW9uyJwdSp35a4eai6Dz5Q\nNBXds2c3AOD160Ts3r0Lu3ZtR7YldQolsgDmfB0yZ+oDyCivl+a8L9ln0DRKMrWE8pjdu6cYmKVK\nlSp6ikr/KlashEePHlrUmBZz5jggOVmCqVMdCl65lMjKYjPRvPT+p7q4uMDGxgavtfTQTP5f/Wxh\nC86bNm3CZ599hrS0NEyaNAmffvqp3mItrZgM6od6Mrhr13YAgJtbKARBee46ArAzyN/g798ENWvW\nQljYFixf/itatmyKYcMGYfjwjxAS0l/1UMWaWcIcQOZ8fouxpGuHMWmfTsa4cZgb9QFklMy5/yVH\nEzWNonxP8o69pjxm+/Yp+tA3buwPc9WiRStkZWUhNvaYqUMpNOUowGfP2uLGDfP97uqTlrqqfJ48\nsY79ARggGZRKpfDy8kJCQgLkIiUL5dOd2rVrF7itefPmYcaMGbCxscHcuXPx0Ucf6TvcUsnaCyj6\nokwGc3JysGNHGKRSKcqU6WGwAvM//9ji228dIAiAnZ0dpk4NRXZ2NqZMmYjHjx9h0KChaNjQD9HR\nUSe7WJMAACAASURBVFi7dqVhgrAgllCQs4SEVV1hb5KlTXHPJWt+JhMba4uGDV1UP1tCzWDeQajM\nOVYxKSmWd00BivaQKe8AMjk5ipZmp06dRK1ab+LNN+voNzg9atMmCABw+PAhk8ZRFK6uuV+CFi1c\nEB9f+hOgwpaRz54t/WOOKBmkErRJkyZIT0/H2bNnNZYLgoC4uDg4OjqiXr16Orcxf/58LFu2DK6u\nrli5cmWhBoyxNnI54OmZvw2wJT3dN+enyMqb0smTx3H9+jW0b98JtrZvGKwA8d57zliyRIpLlxRf\nyx49euLPPyMwY8YsbNmyA3PnLlDNQ/j334cME4QFsYSHHoYquF25YoP+/Qs/RHZhWWsyWFzG3F+z\nZ0vh7e0CHVP0GtWECbnNyh48sLGI0UQnT9Ycedtck8HkZGDmTCkSEnJ3aloaUKuWK/r2dTJhZMVT\nlO+JWDPRCxfOITHxFZo3b6nfwPQsIKAZbGxscPLkcVOHUmiOml8JxMeX/raRyrKDh0fBN2h932PN\nlUGOep8+fQAoEjr15mxbtmzBnTt38N5772lMJp/X4cOHsXTpUjg5OWH16tUICAgwRJgWb+1a8ZEU\n8w6fbc7M9WYM5CaDFy6cBwB07twVEonhY05MzD1+zZq1wOefj0ZwcDsAQI0aNVG1qhdOnIiz+knp\nnz0z//PcUMng0KFO2LpV0d9Dn65dK/0FATEFPVi4eVN8vxRm4mJ9mTvXAS9fSrTGYmzakj9LuiyZ\na6whIU5YtMgBI0bkltRfv1bs8H/+0fu4fwaXnl7w90QQBJw8eRyRkWEATgLInbfyxo3rAIB69eob\nMMqSc3JyQuXKVXD/vuVMPJ/3e3z4cOmvDVNMEwZ061bwE2VjXuNNySBXlSZNmqBv374ICwtD7969\nERQUhPj4eOzfvx81atTA6NGjVetGRUXh8uXLCAgIQGBgIADg559/BgDIZDIcPHgQBw8ezPcZdevW\nRfv27Q0RvsVwdBS/k126ZIPmzS2oetBMSSSK/avsqxAQ0Ew0GdR3geLaNRu0aKH9+DVpEoBdu7bj\n7t07qFmzln4/3II8fGgehWJdDJUMKofGTtXzgMm//y6Fv7+ZVD0Zka7BrRMTgefPxc81U9SkmmvL\nD0toJtqjRxZ27859iBoba4eAAPNq63vvngTHjimKZg8e5J53dpaXA6qk/W9Axlq1cjBvnvj1ZdKk\n/2Llyt/UlkgBnIJcXgOHDkUDAJo3b2XYQPXAy6sajh+PRVZWluhc2+Ym7z1qwQIHTJ5sXt8JfVNe\nt9XrpJYtS0PDhnI0a6Y5nkkRJz6wWAYrTYWGhmLixInIycnB2rVrcf78efTr1w/r169HuXLlVOtF\nRUVh8eLFiIuLAwA8fvwY164phhA+e/YsFi9eLPovKirKUKFbDG1PZidNchR/wQzps+Dw8iXw+eeO\nuH5dP6e1RAIkJDzAgQP7/9dXoTZsbASDF3a+/toRDx9qfxrl798EACyqKYohWEJ/LUMkgykphZ80\ntzjbtka//KK9hjUlRfu+Vj8HZ8xwwK1bhn+KbK7Noy0hGVRPBAFgzRrzK6yrJ4Dx8TaqBz/mvF8L\nkpamODkmTcpAy5b5n2bExBzDypW/oXr1Gpg69UcADQFkAmiF5cvnYvv2rahYsRJ8fRsYNe7i8PKq\nhpycHCQkPNDrdmNibCGTueDsWf0W282l2bkxKa+h6hUqvXpl480383/JrKXrhMGeNdna2mLo0KEY\nOnSozvV+/PFH/Pjjj6rfK1asiKtXrxoqrFJFVyHFUujzBrdwoQPCwuxx6pQtYmJKXqqVSIAzZ04D\nUNTGKZcZ46Z85YoNKlcWrwLw928KADhxIg59+vQ3fDBmylwLxeoMkQzWqmW4SXBLwzWlpHJyNPst\nqY9umPcBnPoQ5b/+KsXOnXY4c8awGbW5nveWkAxagrw1v7dv26BBgxyLHDhGSVkzKNaaSRAETJs2\nCQAwf/5iNG7cFjNnjgewEsBnWLBAMYjghAmTIbGAjqnVqlUHANy/fw81atTU23anTHHAq1cS/PST\nAzZs0N/cdxUqWN8XVpngqc+Hqjy19u5Nwa5d9njyRILt2+3NtiWGvpl/OyvSKjU198Lo7m6ZX2h9\nFhyUN5xXr/SzPYkEuH37FgCgc+duqmXGKOzoqvmpX1/xdPT69euGD8SMWcJF2tAFOH2XjZgM5n8S\nrOs8y1s7nZBg+FtqTo55HKOkpNw4qlbNsYgBZPIyx8Q1b7Lfrl0Z+PiUsfBkUHFyOImMfXPw4AGc\nOXMaXbv2QOvWbf/3IMYOwKcAdqJVq07Ytm03QkKGGDHi4vPyqgYAuHcvXq/bVZYJ9u/Xbx2O2DEp\n7ZT9AO3tgcjIFKxYkZtc+/vnIDQ0A2+8obg4FHZOQkvHZNCCpak9HCpXzgzvakW0bZsdxo51KPYN\nWvk0X18D6EgkQEzMUQBAo0Z+qmXGGAFVOViAGGdnZ1SqVBmXLl1AjiWXEEqIyaD+k8FmzSxgp+qR\n2PHJWxjXdZ59953xJ2o2l/NefdTBOXNy25qZY4KlTd457cyB2PF98cIGf/1luZ0GlU0R845cCQAH\nDyq6/Awf/hmAvMfkXfzySxhatmxt2AD1SCbzBgAcOnRAr9s1VHNFc7me5HX2bG4TaX1Tno9OToCf\nXw569Mjf3ELZ3dNamokyGbRgK1ZIVT87OFjQHViNesFhxAgnbNwoxdOnxSvhKpNBfRXAJRLgwYMH\ncHFxVTX9MNQAMo8fa/7NSUm612/aNBDPnj3F06dPSv7hFqBixfwHVTkimDkzdC2OvpNBT0/rebhw\n9qwNKlVyxaZNmoXsvN9n9cJS3v194IDxC+jm2EzUxsaymokOGZKp8b8+HThgi5s3i//F1Hb/sqSx\nAPJS1gw6O+c/Of799xikUqmq+0PeqSXMNVnRJjCwOTw9KyI2NkZv2/zsM0fcu6fYMepNG/XBHPfv\ntGkO6NChDPr1c9b7th88kGDkSEV1qLZBGIHchxLmuH8MgcmgBXv5MveGYwk3YDH6jFtZGElJgV4m\nTpVIgCdPHsPT01NjuSAoJlnWp9mzpRq/qzfBElO9eg0AQHz8Xb3GYa7EZqIxx0JxXpZWM2gJCba+\n/D97Zx3e1Nn+8U+sXijSAhWGw4YNdx8b+g7ZsK24jg22oWO4y3AGgwHFobivOAwZ7u7sRQtF21JJ\nk98fpyc58aRJS3h/fK+rV9vkyHOe88j9vXXVKkH1O3SodSHb3Yzv7iicvA9kUFovrGpVoRPNWaqc\nQWwstG7tQ6VKfrYPtoD3YV1zFKIlxngdf/PmNRcvnqdUqTJ4pb4MY2ttTMz7tSbJZDKKFi3Ggwf3\nefnyhUuuuX69PtGRSpX+ZPDBg3fb53/8IchDp0653nQfHq73i7XmIiv28wfL4Ae8N9izJ44GDfQ7\nSL1678/odaWgJW4iGo2MsmX9bFrXbEGtTuDZs6cEBurJoGgZbNzYtRqrO3cMp6KtbJH58uUH4Pz5\nsy5th7tCavmeO/ctxYunuJ2Qbg7vGxn8/7Lxgd6zQlrXE8xZBh3v5B07FOzenT4+iO5IFhQK149F\nV+PyZf37EMs0uJpY//2385Zie8bbxo1Knj93+lYZBjHuysPDcHKdOHEMjUZjUEzeeBxNn57xrtjO\n4pNPigFw9eoVl1/b1a7N5vaoy5fdhxq8fAlBQf5Uruzjkvl6+7b+2by9LRNr/Rph/8KWkJBAZOQK\njhw5lOb2vSu4zxv/AIcgFdqKFdPQpUsSkycnpH7n5ruyBK7cjI03kZcvneuH69dPo9FodPGC4j3S\nQ/N9+LChEGGrXz777HMAtm3b4vrGuCE8JIbTpk3VeHi4p1BsjPQmgwsXetg+yAG8D32a3rDmJnrg\ngH3Cfni4D23auN7FSWiP+63vUjK4aZN7xrZJ4+qVyvTR+t+96/y7sWdP7NrVmyJF0i+rsKshJloy\nLrv3zz9HAKhYsbLB59KEHq6upZoR+PjjTwC4dOlimq+h0cC8eSru3TMcUx6uXfJJSDAds+4US7tv\nn7Ce3LypIDLS+bVFuidb8wwQyaC9a0RKSgrh4S354YfuDB06KO0NfEf4QAbfU4ja7EaNkpHJIGtW\naNlSGLXvk3bflcKnWCRe/79z17t//z4A+fIVMLimsQtnepBDW9fMlSuYMmXKceTIId68eW394P8B\nGL9LpVL7XhAXc2QwvYLiXYG//lK6pRtiRsIaGbQHhw+nryTljuNeLtcnvZoxw70sObt2KWjf3kv3\nHsPDk3SkxB2J9f/i/BPHrCkZPIxcLqd8+QoGn0sTeryP/SFaBq9cuZzma+zYoWTwYC+aNjVUKrm6\njr25OoPGcZvvEkoJ/7t3z/mGSdd3eyyD9q63f/45hwMH9lG9ei2WL1/tRAvfDdzolX+AI7h+XXh1\nW7dKfcmF3+4oLFiCK2OUjAmDs2Tw4UOhdENoaKjLrmkv7HmHZcuWQ6PRcP36/35dTmNSpVQKWV3d\n3VXUXPuGDXMvYVmKy5cVrFzpfoW4XYFduxScOmV7yzN+Z5bGmCWFjbHw9v8BCoXWbWMFv/nGh+3b\nVTqSLpPpLR/GVhd3wPtIfmxBTCAjjXd7+/YtZ8+epkSJkvj5WbZyuvsabw4FCxZCoVBw+XLaLYMP\nHwp9dv++4ZqVL59rOyQxUbjPzz8n6j5TupFxX9oWaTm1tEK6TtljGZwxw4MDB2wr+JYtW4y3tzd/\n/LGAHDlyOtnKjMcHMvgeom9fT5o0MRU4ZDLBYiLWUHEnDB0KffoYCsFXr8qJiHCd4OlqbdaDB0I2\nMLHgPGQcGbRHIChUqAgA165dTefWvHtotUImutu3hUDQ9yXTlzlBRlTkuCsuXXLv9qUV33zjQ/36\nvjaPs9cy2Lz5/8MCXamYNs3QV+19iBkU56LUirl0qWt97lxBiN8nZW5srGmtTWPcvStj505BspZa\ntXbu/IukpCRq1qxj9fz3kQx6enoSFpbbqVqDlvrV1XueaBls317vUuZObqJSjy9XuAxL55e1bKKi\nK/nhw0qbWU3v3LnN9evXqFGjFtmzZ3e+ke8A/5u7/v84liyxvIGpVO65mYwaZbrxVq/ua3cMjj1w\ntWUwOvoJmTMHkCVLVpdd0xL8/AwXJXs2wMKFPwbSJ0jd3aDVCgu3X2qSPnGzcsexLoW59yhqydOC\njLC+rF6tMhH2/z/BuI6oJeHr0CE3Up9nMMaONVTsCdlE3dQ0mApx7sjlQsbp9LyHM3BH11VzuHVL\nRr58/nz6qXUFS/Xq+u+lZPDMmdMA1K79mdXz07s8T3ohKCgHz549JSWN7M2S15QryPHKlUqaNfNG\nrdbXq5YSI3dR7MhkWoO2OLN3ipCOJ2uk1153XK1Wy+DBAwBo0KCxM017p/hABt9zBAcbrgxK5fsV\nM+hKuJoMPn361ETLY8766GwR+pQUffZQuVyb+pntaxYuLBS3vX79f98yqNEY9n16ZQN0NcwJh+fP\np13talyPMj3w5o3MRNj//wRnYwb/P+J9sAxKyWB6tdVaqnp7YcvS5i4Qy2c8e2ZdjJQmKJEmP9m3\nbw8eHh4ULVrM6vllyzo3Af/9V0a/fp4ZXqIiKCgHKSkpxMTEuPS6rliPevf25tAhJVeuyHVuotKy\nH9u2uYeiS6uVER6ut8q5et5ac4cNDLSt2dFqtUycOJZdu3ZQo0YtWrRo7cLWZSw+kMH3HD//bLhz\neHhoP5BBlyCemJhn5MyZKx3vIUBa0+fUKUFlbY9AkDlzALlyBXPx4gW07hqw4yJoNIZ9r1CIpPkd\nNchOuFrLb6v+5Ac4D9OYQffqc3ec6u6UcMISpGQwvdzgPvnEebPNzZvvQWemEfpawHFcvXqZsmXL\n4++fyeyxv/0m+C8WK+bcIj9hgieLF3swcmTGKrhy5MgBCB5GroQr3WZlMr2bqDR+bu7cd+sZ8tFH\n5h9y927nSarUgGJtHbDUBikiIuYzefIEcuTIye+//4n8fVgILeD9bfkHAEIclRSCZdC9hBcp3h//\n/6totVoKFSps8Gl6kMEXL/QXFbVziYkWDjZCuXIViI5+km7F558+lRloVL/91pu2bV1cqdkOaDQy\nA4FT7ybqvmMdXDPeFy1S6eL4qlQxdclKL0LsjqQjI2DLMviu+8Ud19D3wTIoQppAxtVwxdgwrjnr\njjCXgdIRXL58Ea1WS/HiJSweI8ZsOTver14V+vNdWAYh7WTQktu1s/3x4oX+b7lcsNx6emrdZv5q\ntZazhkplpbQiOFjfr9bmqy1e9+LFc8aPH4Wvrx/r1m0hKCjI+gluDvdfdT7AAMaCiXHNGXeNGRSR\nkYKMc4ubUMxdTNKSnpBaAUW/fXO1f8yhRImSAERFbXN5uwCKFvXj44/9dP/v3KkkKirjs00au4mK\nwpw7CsYili93Pvbu9m0Z/ft7UauW5bic105WFvn33/SLTXEXOPMsxmtuzZo+dgmWmTK5hjVqtTBy\npIfB/+4Gd0o4YQvpRQZjY2HfPucv/Pat7WPeNZYscW4PuHDhPADFi5e0eIxcDjI0+Dy/79QEflfJ\nxpwlg5bg7HNICVWvXl48fy6zmlUzo+GKWp3WIIbiCH9bPs6W/Pj33/t5+fIlXbp0NzEavI/4QAbf\nMxhnUzIesCqVe8cMpueCbHxt58jgCgBq1qxl85rOCmdS65a4KNtrGfzqq5YA7Nq107lGuDmMyaD4\ntzsTlp9+8mLdOueEprg424PYWW3plSvmtwF3Vio5CkfGibFAb7yuXLmiYOVK2+5KYsZKZ7F7t4JZ\ns/Qubu+aDJ47Zzpe5HL3sSxYgjgGlEqtScIuV+CHH7yYPt15V0R7k2RkzvzuBoKza87p0ycB62TQ\nQ5PAbj6j0/BCBDT+AsXlS2m617sjg4KlKDo6Ok3nW3JPd9ZtXTpPz59XcO+e3GpWzYxGeq8jYujG\n5MkJ5Mhh+bmN22G8h5w/fw6A6tVrurJ57wwfyOB7BjHRiCWoVO4dM2iPUJZWYcd1i/1DYB9lypQj\nf/6CBt+kx0IltQwqlUI83PPn9t0oODiEokWLc+TIwTRvOu8DtFrzZPBdC8ZpQdGi9g9U6fPdv29+\nTLx86dygtNSH7zMZnDzZg2+/1WfzcGRtiI7WD7RVq5ROxRq5og+l7YF3rwBp1840S4p+bmqA5yS7\n4SYkCoEqFZQvLwyI7Nld15m7drkm6Ya9lkF3ipd2ZJxrtVp27PiL4OAQqxaV4gfnUpt9qJWeqE4c\nI3P7Nmka/OLYvH07Y8VdvWXwcZrOt/R+nZ3/5sKIxPCUw4fTKc2uA7D1fM66+6rVQnhVeLj1NcpY\n1jPO43DhgkAGixUr7lR73AUfyOB7BmOLkfGAdfeYwfS1DLriueOApoCGli3bmHybHunTjTfSlBQZ\nly4piI6273nq12+IWq3m4sXzLm+bJWS0IGKcQEb8+10LxmlB5cppI4PSFO1SOEsGLWma3UnYdBQT\nJniyc6dS9wyOjJNs2fSd3quXN5cumbr+2ZtB2BV9KCZL0t/b+Ws6A3PJrRQKuHNnNRAEZCMkJBul\nSn3CzJnTMrp5FiG+C4VCby0qUcJ1C4irCnXbaxl0Nm7PGRi7vz97Zv8adOXKZV69ekm5chVQWPHX\nLXpwAbH4MmfQTRKafY3i7h089jjuASPOn3//zVhxVyw8nlY3UUtrh7Pz31ydW09P4aKBgfr58K70\nObbyANy75zwZtMdN3Fi2lvZHQkICZ8+eJnfujwgIyOJUe9wFH8jgewZjoaZiRcMVw8PDvTX69ixk\naV3sXEMMxgPHgQI0b/61ybfpYRkUF5nq1Q1f3OXL9k3PokUFzdSRI4dc2i5rmDo1Y7ONGZNBUAPX\nSEx8T/KwS2Bv/SIwnAuWvALE1OBphaV5487riL1480b47QgpCw11HUFwhUBlvOa8azJo7v5qdQLH\nj/cGYoD6VK5clQcP7jNu3EinCm87C2k8rfguVKr0USa5jgzad5xaLXtnArux4vXhQ/Nr0PHjpnvY\ntm2bAfjss88tXl957gyZo2+yl9rEeWfnbbfvAPCeO8fhttobH7p8uYo+fez3AtBq4eVLy2tLtmzZ\nkclkafbYSS8y2LGjqWVfzD0h7auQEH8uXMh4ipDeSsiUFPvmqvG6e/26XNf3hw4d4OXLl9St+4Xr\nG/iO4B7FRD7Abrx6pR+hT568MWsZdOc6RfZM9HfhJvr48SNgIjAaCARO4+9vepwryaBWC5GRSp48\nERbczz83lL7tzVJcu/ZnqFQq1q6NpE2bcPLly++6RqZCqzV89okTPenbN/0H2qBBnmzaJCxTYjzl\n69ev2LnzM+AaVat6ULRoUb76qiVNmnz1XmT0cmR82yOsOrt5WlovBA3te+iHK8Gnn/px926sQZ8b\nj2Vj2NOf0ox81uDsu9Fo4P5993ITNTd+lyyZTlLSc6A/MIGNG9+wePFC+vX7kV9/7c/ixSuRvYOg\nQqmXjDjOlUr9+3elwkOl0gLOP6O18jEjRyYwdKgXgYEanj6Vk5DgmHJJhFar5fr1a5w7d4bz58/y\n77//Ehv7hjdv3vDmzWuUSiXFihUnU6bMxMTE4OPjg6+vL0WLFqdx4y8Bw83RkkIqKspUxLx+/RoA\nlStXtdg+1cG/AVhBG0poQP1paZLLlkd1cD+KG9dJKVjI7me1dx/96Sdhgxk7NtGg5p4l9O7txapV\nKvLk0XD8uKl7pUqlIlu2bGm2DFqa5+mhDBKf13iKbtumpHjxjBUo05sMCpZB251o3Bf16/sydGgC\n33+fzPXr1wGoXLlaejTxneADGXzPMHu23iJjbm9VqbSo1TKbAs+7QnrGDBpf297r3Lt3l/r1awPP\nEDa5ram/35gc68oEMn/9paRXL72Wbvt2JV276lW99m5i3t7etG3bgQUL5tGgQR2WLVtN2bLl09Yo\nC0hONs1cmxGYP19/04AAYZeYNWs6b95cAz4mWzZfLl06x9mzZxg+fDA9e/amRo1ahIXlJmvWrFy7\ndpVXr14ik8mRy/U/CoVC8pkMuVxOkSKf4OPjY6ElroMj4+XWLcuDIDgYHj5MPzKYHptyTIyM/fsV\nNGumzpD1KT5euIn0WeLiwM/PwgnYt0ZJE7pYg7OEetIkDyZPztj6aLZg+t5esmjRNDw9s5OY2E/3\n6bfftmPjxnVERW1n69bNqSQiYyF16xczNKtU+mQ3hw65TgRyRYbS2Fj9mDWH7t2T6dQpmR49vNi8\nWc7btzL8/R0bX48fP6J//5/NZqD28fHF39+f+Ph4HWkzxrRpvwFHgBDdZ/YqKFJSUti3bw+BgUGE\nhIRaPE514hgAh6lCMQ0gk/E2vD2ZTh7HY/8e3qaRDB46pKBqVesLW3IydpHBVasEFn73ruU1OjAw\nB/fv/9eudhojvSyD5uDhIVzUeAxnwHZogvRUdmm18PixnLAw2zcxtz+tXKni+++TOZE6PosWLerq\nJr4zfCCDbgi12rIZ21aGOlFLqFanTWOY3hDcS6yvZq6yDNp7nXHjRvHs2TPgZ+BHIMzisa4UYI1L\nAnTpYujz48i9xo6dRJ48eRk27Fe+/LI+K1euc2mWq6QkgQx6e2t5+1ZmEFuQUfDyElKSz5w5FfgI\nOEZAgA979/5LZOQK5s79nenTJzN9+uQ0XT9XrmDWrdtCgQIFbR+cQbCWtW/gQOjVy3nrhqVY2/Rw\nE23RwpsLFxTAW5o3t32D69evkTlzgK6Ac1ohfca4OJmZbJJaYAQQSb9+MrJn98LT0xMoAEwHsqJU\nah2ua+lsH5ojgrbWNY1Gw9ixI1mzZhUymYxZs+ZStWp15xoigem6NIP4+FhKl+7H6dPZdZ8qFAqG\nDx9N3bo1mDdv9jshg9L3LrpfSi2DroQr9lt7EoepVHr5wBGFzbp1qxk9ejgPHtwHoEKFSjRp0owS\nJT6lQIGC+PtnQpl6YY1Gw927d3jx4jmhoWEkJCTw+vVrVqxYwoIF84DqwC4gX+rx9rXh7NnTvH79\nivDw9pYLdCcloTr+D3FZQ7j/PAytVgiOVJcpB4Dy3Fn7HxrDd92smQ9HjsSyfbuK6GgZmzYpOXIk\nzsALyJWeVaGhoVy5comHDx8QHBxi+wQJLK3L6UMGhd/G86JQoYwPHLc1pp15/qdPZcTGysibN21k\nULTaX7hwnqCgHOTLVyDtjXEzfCCDbobhwz2ZPduDCxdizaa9tbXoihtSUpJ7kkGx/dbi4TLSMvj2\n7Vu2b99CwYKFuHFjErbCaF0pRGzYYPiCGjQwlBz/+ktJlSr2LcYymYxu3XoSFJSDbt068tVX/6FE\niU+Jj49jxIgx1K1bz+H2Sfuzb18vUlL0n2XPnvHug56eWgYO7ENKSgowF/AnUyY12bNnp2fPXoSH\nt2Pbti3cu3eHe/fuERPzjEKFChMUlBOtVoNGo/9JSUlJ/UyLRqPh2rUr7NwZRefO7di6dQd+fmZ8\nhF0Ee8d3fDwMHmy+AFTt2mp8fITl21kLnqXz04MMCkTQcjkLEYmJiXTs+C27dgnvYvv23RQp8nGa\n7ysdy1qtuWeei0AGFbx8mYkXLxJJSEgAjgL3gZ14eSmJjXXsvunRh7ZSyw8ePID58+fq/m/WrBFf\nfFGfjh27UqtWHRe35iEwFh8fXwoV6sjp04bflixZiipVqnH48EE2bVrPl182c/H9rUP63sXELOlF\nBh88MBzTafHOsZeIOFpaR3TZ9fHx4fPP61GrVh3CwzvgYcHdQy6Xp4YbGIYcjB07CR8f31SFXEGg\nGNCT5ORWmHORNU60tG/fHgBq1qxtsa0eu3cij4nhv7W7wl795yn5C6D18UV53jEyaNxHtWv7GtTx\nzZ/fn+hovRdQUpJeYa3VwqJFKurWVRMaannhXrxYRbt2pgGcFSpUZteuHZw9eyYNZND85+npJmqP\nRTS9kZ6x6mIMedasjruJghC3HxcXx/37/1K+fEUXt+7d4gMZdDOIbqDDh3syZ45pujBbg1iI9spy\ncwAAIABJREFUW3g3yR9u377Fw4cPuHz5Il9+2VynzZcGuYsLc82alotoZ2TM4MaN60hISKBu3Xrc\nuKHfzJs1Mx+Zf/OmawKqhQLFhtPPePGZN8+D0aPtLDiYiqZNv2LjxvX89ddWrl+/SkJCAsOG/cpn\nn31hELNz6ZKcvHk1Vt1ApP25fr3K4ncZhZMnJwLHaNjwP2zbJgRuS+dDpkyZad362zRf/7vvurB2\nbSQTJoxh1KjxzjbXaZw/b9nvTC7Xu/RcuKCgRYu0T3hL7zI937EtIXnEiMHs2rWDrFmz8vz5c0aM\nGMzKlevSfD+pQKjRGAvdq4DvUCp9UavPMGNGKI0bq1GrNQQHfwNsA4bi5TXGZmkfY6THOmxtfTx6\n9Ajz588lf/4CbN68gy1bNvLHH7PYseMvduz4izZtwunbdyChoZa9H+zHQhSKXqSkJNKrVz+io83H\n644cOZaGDevStWsH/P39qV27rgvubR+k/S9aBqUJZNIT+fP7ceNGrEPuo9YygefKpR/EIhm0px5t\nYmIikyaNw8/Pn927D6TZmqHVwtWrCn75ZTgzZ5YHZgGHgW5MnRpFzZoRJtY+Q+VJHEuWRKBQKKhW\nrYbF+3imuq/erfg17JWMd4WC5BIlUR0/iuzNawi0T2FnPF+kRFCENGmPtE/37lUwYIAXU6dqOH/e\nctmFfv28+OwzNSEhhjfLn1/o6zt3btvVVilcHTP4/DlUrWpe7hLdRGUy6Ns3kd9+E1ih1Dqp0WhY\nuHAe27ZtISUlhaJFi9G06deULVvOopU3ISGBhw/fIJf7WM0cK4WtrPDOkGHx2vaE4JjLHJ+UBGvX\nRqLRaKhUqXLaG+KG+JBN1E1x/Lj5iVOnjrC79e5tfhcQrYGRkRlrFty7dzcVK5aiWbNGDB48kKpV\ny7Fly0bAcKFNr5jBCxfkrFhhqOW05zqrV68EoG3bDrrPypVL4Y8/zOftFpO9OHofY1jrB2cLwC5c\nuJRLl25x794T6tVryM2bN5gyZaLu+8uX5dSq5cs335hmFZPi9GnLi7dryng4guvAcLJly8b48ZOp\nXFmYB1FRrhvnkyZNIzQ0jIUL/+TJk7QF/WcUZDK9q9jcuc4Fc4pjcfx4wzHvqEukI7C0GaekpDB7\n9kzmz59L3rz5OH78HKVLl2Hfvj3cu3c3zfeTzreUFKmCai3QFvClQ4f1QEEJCZYD8xBio8bz7Fk7\nBCuh/Ugfy6Dl79asiQRg/PjJBAYG0rFjF44fP8e2bbvImzcfK1YspVGjz3n48IHFawgJmv5i0KB+\nNGvWiCpVytKyZVO++64Lc+bMIjFxO9AS6ERKioYRI8by4499LV6vePGSLFu2GplMxvjxo+1+zuTk\nZE6dOkFExHz69/+JZs0aUa1aeRo2rMuAAT+zZctG9u7dxdGj/5BogRVJFRoiCVAqtRlCBmNjZdy5\n45zy4NNPU5gwIYFu3ZJYty5e97mYvbN2bctKVRHHjv1DdPQTWrf+xim3tlWrlNSo4cvEiZ5AK+AQ\ncBooxbFjG/jjj99Nzlm8WLo2zeXx40d069bTajp+1YF9pATl4GkhU8tLcvWayDQaPPbssrvd9uzP\n0sR8e/bolbRi2Z7Hj22LyubWtLx5BTfatJBBa5bBhATHY+tGj/bk2TPzzyG1CC5apN9TxXuo1Wq6\ndu3AoEH9OXz4IEePHmHBgnk0alSXEiUKM2bMCF69eklMTAxRUdsZMWIIDRvWpUCBUEJCQihZsgiR\nkSvQ2vEybD2XMzGF0vIytmBujUhKimXixLF4e3vTrl2ntDfEDfHBMuimEOu+GEMczPnzm58RIhkc\nPNiLli2TyZw5PVpnCDFGBYQMYeXKVWD+/Ln88EN3Klasgkaj1xinVzbRHj1M3enOn1cQEmJZGktM\nTOTYsX8oVaq0QQZOuTz9XSCNnzFLFv0HHh7O1ZBSKBQEBgYCMGnSVC5dusCECWP46KM8fPVVS13x\n8sOHrU//xo0tmw0z1vKcAPQDkhk7dhI5cuRw2EJjD3x9ffn++x8ZOLAPo0YNZebMP9IlA6K949va\ncXK5c6nspXHJ4pz08dGaHJNeMNett27d4LvvunDmzGmyZ8/OrFlzyZQpM507d+e777rQtm1r9u07\nbDnWyAqk645areHu3fvAEmAC4A2spVCh6gbHnjqlAIKBMUB7YBmCAHwMoZ6ebaRHRlZz40Kr1bJr\nVxSrV68gV65gk0yN5cpV4MiRU0yfPpnx40dTunRRZDIZuXIF89FHeciUKTO+vr68fPmCvXt3o5FI\nXAEBAdy4IWTPW7s2UnLVSigUi+jRIxdg3dpWvXpNqlSpzsGD+7lw4RzFi5c0e9zTp09ZvXol586d\nZu/ePbx+/crg+4CAAG7evMGJE8eIiJiv+zwkJJQvvqhPzpy5CA0No0mT5iiVSiMyKPxOLzdRc1iw\nwINx4+z37jCeczt3xps9TqwVZy3ZjIgNG9YCUK1aTbvbYQ4HDggLxsaNUgVcKWAn/v4fM3HiGOrV\na2Alm/VuALqllokwB+WpEygePSSxXkMdu5KO9+RyFQBQXL1id7sDA23PP2mt1oEDvejYUdAWWQq1\nMSfHmBtTefLkBeDOnVu2G2rHPUDoj9y5/SlVKoUdO8yPD3OwZnX29dX3kTQzrLgMREVtZ/PmDZQr\nV4E//lhAUFAO9u/fS1TUNjZt2qCL1ZfJZDrCp1AoKFasBNmzZ2XPnj388EN3Nm/eQKNGX9KkSXO8\nvc0ro23JiM7se48fC8/26JE9C4AWSARUwEvgNTCGp0+j6dfvF4fdft0dH8igm0I6cQcO9CQgQMvA\ngUm6zy1NCKn7U1ycjMyZ7RNE3rx5zR9//M6rVy/Jnj2Qb75ppyMU1hAXF0ePHp04f/4szZu3YM4c\nYYPOmTMXv/zSl9mzZxAertcGZ2Ra9HbtvA1iAYxx7txZ1Go1JUqUMvjcFVnhbMG4Hzp31r84wWXD\nNdJKjhw5WbFiLQ0b1qVv395UrVqdTJksZ3GzF+nhQhgXF0dk5AoePXpI0aLFCA4OBW4hlPu4D1TQ\nxRyllzDXsmUbFi9ewOrVKylc+GO6dfvOYlxNWmEvGbQ2V2QyrV2b4qVLcoKDNWSRKOKfPJFRvLgf\nPXokMWJEou5dGu/NGekK/OTJYxo2rMvz589p2rQ5o0ZN0JUJad68BevXr2H37p1ERq5wwBU4Hvib\nTZue8uqVEiFL8B6qV39NYqLorpAZOAgUR6kU2IL43KLgIFgO5am/7wLfA6vtaoGjhDouThC2mzRJ\nxtcXihZNMSl6b278zJs3myFDfgGgf/9BqMxIsQqFgp9+6odK5cH27ZsBGY8ePeTw4YMGxxUqVJhG\njf5D+fIVqVSpKt7e3jx9+pTXr19y8uQJfv75OcnJoUAbVCo5IPgC2pqT7dt35ODB/axYsZRx40zJ\n4PnzZ2nbtrXOahkaGkbz5l9TqlQZihYtTlhYGAEBWUhMTOT8+bMcOXIIjUbDgwcPWLVqGQsX/qm7\n1oIFc5k+fQ4KRRHdZ2LMoLGbaEqKlocP/8u1a1dISUkgOvoFd+/e4fz5s9Sv34j27TulSQEhtMM6\nGdy9W0Hu3FoKFRImu73jRYhrs43k5GS2b99CUFAOPv/c8bhxKcQueGOypWYnPHwis2d3pFWrZmzd\nustMiZ8nwA4KFy5CrlzBFu+hPH8OgMSGjc2Op5RChYXjUpUT9sCe/dy4XqMY72nptZur72huvfbx\n8SE0NIxr167aboQRjNff779PZNkyD929z5xxTFCxtu9I9xJvb60uUUpKiqBoEhUvv/02nbCw3AB8\n8UV9vviiPqNGjeO33yYQEfEn+fMXpH79hlSoUInSpcvi5+dHYKA/f/99jO7dO7Fr1w527drBlCkT\niYzcYFZxYDwHsmbVcPRoHKNHe7JkiUea5bPkZJg2TdjLBY8i8xr3x48fMWzYIPbu3Qc8N/k+V65g\nvvuuV9oa4cb4QAbdFPfuyTl1Sk6ZMhoWLhQG8MCBSTqyZ0k+lS6g9sQTiDh58gSTJo3T/T9v3mwW\nL15JuVRNnDHi4+M5cuQgc+bM4uDBA5QsWYrhw8fovv/mm7bMmDGFiIg/qVOnNyDkck8vN9G07NUb\nNqwB4PPPDQuHpnHfdwjGbpbS9+nqEg6FCxdh2LBR9OnTiw4dvqF582FAI6eu6WqrkVqtpnPntuwx\n6/7jA/QBRiKXCztker0jX19fIiKWU7duDUaNGsqcOTOJjFxv0ZKRnrA2D2QyQyEnPt40DfirV1Cr\nli9Zsmi5dk0fvCO6oM+Z42FEBrXs2BHHn396sHatKl0tg8aCztKli3j+/DmdO3djzJiJBhZZmUzG\npEnTqFixFCNGDKZ27bpWs4vGxQEkAXWAo3TpYvi9h0cAtWo1ICoqH9AFIRGGvvaU2Da965gMCAe+\nAcoAa4CTQFkASpRIsRjfaW8fPn8uZA69fVvOnj1KLl6UM25cIsWLa0zIoPEampKSoiNC69ZtsRqP\nJZPJ+OGHH/nhhx91nyUlJREXF0tcXBxJSYl89FFek/iewMBAAgMDyZ+/IH36+CEqq3r2TJRc2/oz\n1qr1GVmzZmXNmkiGDRuNV2rhUI1Gw5gxI5g1axparZaff+5PixatyJMnn1kS5unpSblyFQz2puHD\nR3Hnzm2io5+wfPlStm7dxH/+8wULFx5DyAhrmE1UsHyOBdaQN+81EhLMV3o/cGAfr1+/suoGm1bE\nx0ObNsKkFZWWYrkCW7BXUTN37mxevHhB16490kxoRYinx8SYXqdixZYolReZMWMKEyeO5bffphkd\n8TugoX176651ilRX8JQ8+QRjDIbroCZnLjT+mVBct59crV1ru0+N+zMpSXCdtEQ8zJFBS+t1sWLF\niYrazpMnTxzKimw8zxMTZchkeqWGo7A2ZiIiPJgwQZjL0n1Eo4HIyBUcPLifihUr8/HHn5ic6+fn\nz/Dhoxk2bJRFT5qPP/6E/fuPcPv2TWbPnsXSpRG0aNGEDh268PLlC3LmzEnZsuUpWbKUyXPL5RAQ\ngC7ja1oMClothITYjjHdv38vHTuGExv7huzZcwI1gRQgK4LiMBPLlrXC19e2e/b7hg8xg26M+vVN\nB5wooGTKZH7lkWp4rLkFGKNGjVrs3Lmf7dt3061bT549e0bDhnXp0qU9cXH6wOlDh/6mevUK5MsX\nTJs2X3Pw4AGqVq3Opk1/GSx0Xl5edO36HfHx8Rw+vFP3eXqRQUctRRqNhrVrV5MzZy5q1DDMbGYc\nBG4LrogZFAO4hb8dv54ttGkTTr16DTh16iSDBjVGEGTbsHjxwtTsnI7BlVYjjUZDp04CEaxYsTIr\nVqxhzJgJ9OzZGxgO3AB+QyCFAqTJFFyNfPnyc/DgMcLD2/Ps2VNGjBhq97kXLsh59cr6Ma6xDBrO\n9ZUrTQUesQyNcXkK4+uK2SkVCihVSkNoqGilcK35Vfrc0hT6arWaRYsW4OPjQ79+v5gVKEJCQhky\nZATPnz+nU6dwYs2k9dRqtdy6dYOrV6MRxs1RoDL9+4+ga9fBCJbBG2zadIMJExYBExGJIOiFXVFR\nI40jAvDwkCFYqQGW6j6Xungbw14yuHWrij//9NDFK4nZVs2RA+Pxc+rUSe7cuU3Llm2sEkERt2/L\nmD1bpbuOh4cHWbJkJTQ0jKNHizBxovVYYukzFS1q/zz08/Pjm2/a8fr1KxYvXqD7/M8/5zBz5lRC\nQ8NYtiySgQMHky9fAYfIi5+fP8WLl6ROnc9ZuHAp/fr9wvPnzxk5sjMgtFGfTVTL0qWLgF+Bs+TP\nX4hGjb7kl1+GMG/ePGbO/IPVqzdy7NhZgoJyMGXKRPbs2Wnp1mlCcnIyDx680bVNxNKl9i3+tlwf\ntVots2ZNZ+TIIXh6etK2bce0NlUHaxYZjUbGwIGDKVCgIEuWLNRlDRWwBBgFZKFFi9ZW76E6fBCt\nhwcpRYqY39NlMlIKFUJx+5Z5RpZGGO9n4hppWoJGgL2WQYBixUoAcOnSeQfbZNgBDRuqkcm0BjkY\nHIE9mWqjo6PJn38SUBeoz8qVP9K3b298ff2YPftPq+faCqmQyWTkz1+QyZOnM2DAr/z77z1GjBjM\n9OmT+eWXftStW4PSpYuyeHF/IBoYDNQnIUFYK8TwnbTIHk+eGLatZUvTF3j48EHat29DbOwbRo0a\nx5Il14B9wN/ARmAxMJPixUs43oD3AB8sg+8ZRN92SwJIWi2DcrmcTz8tDUDZsuWpX78hI0cOYdOm\n9Zw8eZxmzb7mwYP/sn69EH9QoUIlypYtzxdfNKBChYpmF4Lq1QXB5MiRbUA3wFadQQ1wlq1bT5A1\nq5ocOXLw8cdFCQ4OsWOhEf9SAxEIgl8Vjh3rQQUzxs2LF8/z6tVLGjZsrHMDFF2yhg93LINnWmBK\nBqV/uz5mUaFQsHjxSo4ePUKvXkO4d+88cIp+/VayZs0qOnbsQlJSEiEhQYAHuXIFExRUkuho8xKA\nK8ngypXL+OuvrZQqVZrly1fj759J993vv+u1eX366N/Ljz8msX27inr1XCcQSBEcHMLkyTO4ffsW\nf/+9j6io7dSr18DqOQ8eyKhTx5f8+TX884/lzHP2kkFrRMI4ZtDc+7AkSxtfV/xfFPbi4oTJdPmy\nnAoVXPeipQLUJ5/oJ8DWrZuIjn5Cu3adyJIlq8Xzu3TpwdGj/7B16ybq169N//6/Urv2Z/z77z3W\nrFnFqlXLefbsqeSMfEAUnToJiZ/mzROUaypVnNlEBuLzi31pPEeF7+sCHghFtwVYW5rsJdTGNUcd\nUTCJiboaNvyPXcdXrCh4aRQtqqFGDcP3++OPAhH85RfLkqO0tIWjirD27Tsxe/YMZs+eSbt2nZDJ\nZMyYMRVvb2+iovbZFZpgD/r0GcCpUyfYu3c3giW3pUHM4PbtW1KPvMWmTYFkSl1yAgP9efpU7wc5\nbtwkOnVqS+vWX1G0aHEmTJhCwYIFOXz4ECkpaj7+uCgFCxYy2p82ICgiMgOJzJnjxZ07tzh16iSP\nHj0kKSlJEgspB0rQtWu+1GQjQwHbFgxrPCg+Pp5ff+3P8uVLyJUrmKVLV1Eo1b3SGViLpddoQKlU\nMmnSNJo2bUjv3t+xceN2hBjb3oACD48tBmu7CbRalDeuk1KwMNrMAdKPDaAuVATVqZNw6xZkc03c\nlnH9ZnHuWyJ45hTtli2DAnk4ceK4Q5l0jdf0ypVTkMnsixM1xpYtSrZssWwhDQ3VcO3aVZo0qU9M\nTIzu84MH0RFB12QgFtCnzwCaNGnG5cuXyJw5gMePHxEVtZ0jRw4SFfU7giVZQGxsFL/8chIvr/GA\nZ5osg3fuGG6GNWsaboL//nuP8PBWJCYmEhGxnIYNG3P7dkYnyXu3+EAG3zPYsgwaBFs7ISdXrlyV\nLVt28vPPPxAZuSK1rpCQKnny5BkmCQrMoVixEhQp8jH//LMFuAQUtTCRbwAjgZ1ANKNGGX4bFJSD\n/PkL4O/vj6enF2XKlCNfvvyEhIQQEhJKQECWVMH3PkKWO1FQ20zjxqu5dGm1iZCxc2cUgIEmXSTY\n1jT9roJxP0hDfPLm1XLd/pAIByBDpapG164H+fVXFXCXxo37smXLRo4fP2pytEqVFagA1AO+Q7pc\nuMpqdPbsaUaPHoZcLmfmzLlWhYVs2fTvxd9f+Nue5ADOYMiQETRo8Bk///w9NWte1rm2mYO44dy6\n5RqHC1tkUKqpN9csqXx68aKcYsWEQWfqZij8Fq+3cKEwGAcM8KJDB/sXEa1Wi0wm4/z5s/j4+FKg\nQEGD76Xr0dOnYkxKii7DZMeORv6cJs8jY86c+WTNmo2lSyPo1Cnc4PssWbLQoEFjzp27yIMHSmAl\n4E9SUizz5+snmLRepogFC95KMucJv42tAkL/eADFgfPACyCLDTJo9ZF0MI7/tEaypG0/duwoERF/\nkitXMDVq1LJ5H+m5tpSFUVEKnjyRm62fZg7Sfjh2TEGePBqTWrlhYbkJD2/PokUL2LBhLf7+mXj6\nNJr27Tu5jAiCoNwcP34ylSqVISVlFAIZlKW2U83x48eAIkA+Tp+Op3z5FLNldho3bsLmzTuYPXsG\nO3f+RaNGdfH09DTIXurt7Z0q8PdEIIIbDK4xbJjw29PTk5CQUF6/fk3lylVJTvbjxIlnwEk2bhRr\n510DNmErZtyclefx40ccOLCPkydPsHz5EooU+ZiVK9cREuJ8jDhYd80Xx2uVKtUYMWIsw4YNomJF\nMRY/M7AZmawyYnypOShu3UQWH0dKagZOS/MqpWAqsb18GapZJ4P2KiuGDDEssCeeZ8maZu5zSySl\nYsVK+PtnYtasaYSHt7c78YiUDEpLP6TFTbRTJ0Nrf7lyKZw4od9AatT4h6+//pqYmBgGDhxM5sxd\n+eWXFLp1u8iAAWXw8/Nz+J62kD9/QfLn1+8RLVq05vJlNTVrzgYiKVeuIg0btmDp0p4sWDAPT89I\noBH37/enfPm8Dt3L2JpqvN6OGzeK2Ng3TJ48g4YNGwOQL5+WlSvjGTrUkxs3MiCRxDvGBzLo5pB4\naNKkiTc5cwqLgqXioNIFxN4gc0tQqVTMnPkHvXv34flzIZC2dOkyKO1M5ySTyejSpQd9+vQCxgHL\nzFgwkhFie/4L5ATa0b9/GYKCVDx9ep8LF85z5swpjh49otPmi5pwEUqlEpksGIgB4lKvNwIhU+AW\nZsyYwqhR4wzOWbJEqIlUvbpegBIXc2vCXdeuScyb57wfp3E/SK2BvXsnsmOH66fm2rVKevb0RqkU\nE9TkZ/78xRw4sI8bN67h4+OLTKbmwYMn3Lp1k6io0yQn/wX8hZDIZbruWq9fy5g61YMePZLMEhF7\ncPz4Mb76qjEJCQkMGTLSpvZaKoyIxCU9yx8AlC5dlo4duzB//lyWLo2gS5ceuu+0Wi1arVbnzhZn\n2RhoAPstg5afzdhN1DgTqPF9xIQAYDr2jMmgvWVDtFotSUlJjB07kmvXrnDq1Eni4+NITmV9kyZN\no1Sp0rx8+ZLHjx+RlKRE2HL2M2WKGrU6kHv37nL79i0+/7ye2XgUY3h6evLbb9Po2LELmzat4/jx\nY2TPHkiDBo2oX78RXl5e3Lghp0oVvYt9crKYGVSARmMquJUunaIrpSJ+Z/ye9P1dDziV+vOZ1fba\nSwaN15yjR5WsX68kRw6NSTkbabsGDx5AUlISU6bMsJidTwrpu7dWY/T+fRlt2woHGJPBqlXVHDpk\nuj5Jn6FxYx88PbX897+mwn/Xrt+xaNEChg4dRHJyEkqlkk6dutlsu6PIkycv5cp9ztGj24F/SUoS\nLBuXL+8nLi4WELLHtmjhQ6tWycyYYT6hRMWKlahYsRKHDx9kwICfSUxMpHnzr8mWLTsnThzj1q1b\nnDhxDCHLLAgu+L8ieKlkZcGCh4SGhlK0aHGDZFRHjiho0sQHiOX06X/p2rUDJ09uQSCTzSw+lzDv\nxM5O4MKFc8yePZONG9fpXP6Dg0PYvn2P00L8jh0KihfXEBystUoGpfOpe/eeKBRyIiNXcuFCYYR9\nOA8ajY0ayamJjJKMlBrGhetTCqfuE+fOQTXrlrYLF+xTzF2/bj4u15IVzhE30axZs9GlSzemTJnE\nihVL6dt3oF1tkl7P0XrDtqBQaLlw4SXFi+8EThMZOQW1OpkhQ0byww8/snatEvCmUKGc+Pmlj/eN\nOcyY4Ycwd36lWbMEOnVK5ttv9zBt2mQiIlaRmLic779fw65dTciWLRuFChWhRYvWVpW0YLoOS8fy\nxYsXWL9+DcWLl+Sbb9oaHFenTgpVq8YTFmZfTcv3GR/IoJvj2TP9YnTkiP51WfLflw56ceP/7TcP\nsmTR0qlT2ia1sYbfEbRs2YbRo8fx4sUGII6oKCXFiknVaucQiGADBNdOGbNmaYmPl/Ho0RvdcyYn\nJ5OQ8JaYmBguXDjPnTu3efToAQ8ePODZs6ecPn0FgeDMBrqn/r0WyM2qVcsZPny0LinCq1eCcFqr\nVh0DbbQoZFkjgwEBrrFEGQvkUsugJaLvCMRsaFKImkApyZDJZNSsWZuaNYW4SambVLt2Xvz1VzTw\nBTADyIRAshOBk4wbl4NMmXKnaVwlJyfTuXNbkpKSWLx4JfXrN7R5jjT9t7FLnzO4f1/GihUqevUy\nT2x//LEfy5cvYejQQeTMGUz58hUYO3Yka9dGolarKVnyU6ZO/Z34+E/tup+9ZNDas5mSQfvPNyZ7\nly8LO6O4Qfr4aG26IkVEzGfIkIEkWQlE6dfvR4vfAcyYIfzOnj2QsWMnWT3WGJ98UpRPPilq9jvj\njT8pybAvtFrTdyBNyCMea9x/eiWKeN/jwGdW1wtr7zA29g3Hjv2Dr68fT54EAnkQEm2pABndu3tT\nuHAKxiUvRSExJiaGc+fOUK1aTerU+dzyjYCTJ+Xkzq01yC5tTac3frzlRUj6vNbGsjRFvRQFChSk\nfftOLFokxAKNHTuRwoWLmD3WEcTFwfr1Kpo2TUbkQCVK1Eglg3tISmoPwMmTUalntNCdu2qVyiIZ\nFFGlSjUOHTph8JmoHDpx4hgNGx4EKiGsl/pnb9jwjVkiNWKE2Md+hIaGMWHCFOrUqQpE0q1bIwYN\nMiQAN2/eYPDgAZw7d4ZXrwogWBFfUqeO8H1AQACZMweQLVs2hgwZ6TQRvHlTRni4D76+Wu7cibWb\nDMpkMrp2/Y6uXb8jKMjf7DHmoLx8EQB1seKp1zF/XHL5imiVSmRRUfC99cQ+0dFpUxZu2KCiXbtk\n4s1UbtBooEMH24oXKbp168ns2TNZtWoFffoMsKtkkXTtsDcrvL2IjT1EkyZdgJsAyGQeLFiwhMaN\nmwDS+GmX3tYmpOuJuD5lypSZoUNHkjnzOMaM2YKv7/esW6fP5rxkSQTLl68mR46cFq9r7NYrKk8T\nExP56afv0Wq1/PrrMAsJq/R/lymTwR2SgfhABt0cjx6ZX4Etk0FpYgbht1AkFjp2TM5RretmAAAg\nAElEQVSw+koiPDw8qFYtnM2bJwK5mDhxGF27tkSIizgEiJaW1ogbqCiIqtX651SpVKhUKvz9M+lq\n90hRqZJHqnue1C/eA6jHq1eLWbBgLl27CvWNNm8WLIuffFLM4Br2COlpSRZjDsYbo0HGNCdzo2zZ\noqRTJ2+2bIk3iPlyJJnc+vVKbtyQIxTc3gTUQEiesQV4CAixWZGR7WnbdrLZVPbWMH++UIC4Q4fO\ndhFBgOXLVfz8s0A+jGvkPXokI1MmLWlJ8tWmjTdXryrImlVL586mxDYoKIiIiOW0atWMTp3CUSgU\npKSkEBaWm4CALJw9e4ZevXrQvv1hx29uAfPnq3RJRMxBLocrVw4ixCYV4MaNbPz7b1bCwnLrBA1L\nG7l0fD19KktNs63PpmkPGVy0aAFJSUlUqVKNsLDcdO7cjeLFS3Lx4gUePLhPoUKFWb9+DdHRTwgM\nDCIwMIhXr2SMGaMGKgM52bjxKg8e3Kdq1epW0807CmOtfXKyzKAvzLmJCuTaMEGB+ZhBEDwP5MA2\nYJDVNdWcBeH161esWLGUiRPHERtrrvSNHMgC1ODJk8oIBb71rmXiWjFixGAAypYta7kBQEyMjAYN\nfPHx0XLlit5SZ22dWb3a0K1Wut84mmU2ORl271ZSs6ZaV75kwoQpdO/+PXK53Ox6nhY0aeLDuXMK\nLl6U6zIj+vqKltutqNUdALhy5Uiqq6c+1KF0aeeEPCGzqXkrcXw8mONlxqUBihUrDuQHthMXl4C3\ntzCw9u7dzbRpv3HixDFJsq8YIC9QhNq1/ahbtx4tWrSyHpPnIMQC5WIMsbVxbm4sGe+VtjwOPPbt\nQeOfCbWNfVmbOQB1mXKojv0j+P9ZsYibG6symdbE2miMnTuVqWTQMD5WJoNr1+RcuWIqgFmbT1my\nZOXLL5sRGbmC3bt3ULeu7TIf9tYytIbHjx+lWsFLAgoE9/Y1XLo0Ablcg5BNuS4HDxY0KPPgSmWr\nI5C+a5XK8MULr/lrJkyoRcGCV0lKSiIiYj6rV6+kX78fWbJklcXrLl1qKJ+I83HUqKGcO3eGxo2b\nUKtWHYvnBxJNM9bj9zw7pHyWMfXHMhgfyKCbwddXq1t8wTQToAhRcDNGs2bJ7NwpvFbjiXzggIKa\nNe2f3bGx5jcxR1G37k9s3nweiAL6UqhQf4Q4ghepR3RASNuediQnqzCfHLcnSuVyBg8eSIECBQkJ\nCePXX/vj4eFB27YdDI4UFntbWdqcaqYOxhuHGM8C6GK70oqxYwXyv3ChyoAM2ruRnDghp3t36Qab\nHziBn19LYmMPAp4IJH4fZ88uYvbsj+jdu4/d7UtISGDixLH4+PjQv/+vdp8ndYWUai7VaihZUhio\nt2+/cXjMXr0qLOxSV0pj1K79GZGRGxg4sA/e3j507NiFb75pi0KhoH37b9i+fQuHDs1HSJZgHiNH\nJjB0qJfNMaRWw6BB1txeXnDhwijWr5+q+2TMGOGnYMFCDBo0jGzZsvP8uQ+QHXjL9etv8PRMQSaT\nkZBQEhCuHxNjam215j4IcPfuHa5cuUTdul+wfPkag++KFy+hy7Zm7A516JACaUbYypWzW79RGmFs\nrExKMlSSaTS2LIMy3XFS6K0MQQhxg6eAp8hkWbAE6X2vX7/GiRPHGD16GDExMfj4+NKlS3cSE5O4\ncCGFM2deItRGjEeoZ7iely/XA/2AzsAkIJqEhABGjRrHqlXLyZ37I9q372y1P8S6cPHxMoNnspfU\nJScbk0HHEsjMnOnB+PGedOyYxPjxAkmTyWRWipOnDefOCY28dk2/D0REfAqUQMgG+BxQcPfuBcqX\nr8jRo3qVv5hBN62w1g/2CtSCEqcJMJk7d/YRHV2MMWOGs3LlMkDIcjxgwK988UUD8uWTodEItfxW\nrbJcS9cZGCeMMfeMlSqp+ecfpVkidOaM4X6cO7eVPk5IQH7vLskVK+vIndVY3EJFUB37B+Xli6jL\nlLN8nBlXez8/c7USDSEqhqSymEYjzANLSlWBYFoeCB06dCYycgWrVq2wiwya69OnT21rdJ89e8Z/\n/3uPuXN/1yX8g8JAKLAX0KJU5mDp0jm0atWUkiVTyJfP0ASa0UYDEdIxZhwbKXJ+jcZXV+qpdOmy\nXLt2laio7fz88w988klR7t27R3x8HElJSQQEZKFGjZpoNPUQy5uBkHPg6tUrzJ8/l5w5czF16kyL\n1lrV3/u5TAeyEwN34O2vXYgdP9mlz+0O+EAG3QwpKRAYqNFNemkKdiksKSaaNVNz8mQS8+d7cOiQ\ngtq19TvRf/8rR6iZYhsHDij4+msfRo9OoGtX53zGPTwyI8Sd3QfmU7bsDo4ff4xgIfgJQdNuCkeI\nl+VkOeVYtiySVq2a06pVc92nv/8+LzV7m+H9bC2CriODhjeSxpspFJA3r8asi4ojMG6rccY0S9i8\n2ZyVLxcDBuxgyJBXCEQiAHiAr28Jxo0bRblyFexKKgSwe/dO4uJi6dChM9myZbN4XIKR15Y0gYxo\nGVSrDd/9okUqvv8+bePV29v6y61Vqw7Hjp01+XzUqHFERW1j9+7xCEK7qXly0qQEKlYU5p6tMWRZ\neExGSNM+hBs3HpE9exDPng0GkqhV6y6enneIitpGhw6mipV+/fR/+/nlAJoCXmzblhcQCujqyaD1\nBm7cuA6wP3ulCEuKLVfD2CUoORkTy6DxO8iUSWviGmU8RwcPTmLUKJFAdAB+JEeODty7VxnBWi6S\nudbA16n31jJ9+mRmz57BixeC8ksmk9G5czd69uytS+4xbZoHZ85IXTO1CC5ce4BZwJ+pPzAuNfw5\nJCSUJUtW2bSqSt1B00IGTS08lr8zBzFe8+TJjNGmS4V1gdi3RLCIbALeotFoqFy5CkclObOcVfRb\n60vHrCtNgclotcto0eIqly9fJF++/EyYMMUgQZBGo3e/NLbcugr2EIKWLZMtkkGpW7+Xl5bVqy1v\naKqjR5BptToXUVtIrlgJ76URKM+esUoGzbXLnr6KjRW9lPSfiZ5KUouVNKbXlkdPqVJl+OijPBw4\nsM/m/bVadB4bYN2lW4ohQwYyd+5s3f8hIaGULFmK7du3IrgVFwT6U67cl9Su7cX9+2/MXlt8966S\nd+zF4cP6l2O8/4v7s5QkymQyFixYQqtWzVi2bLHZa86d+zteXtkQMtq3Aorj56dl+PCxaDQaJk2a\nRqZMmc2e6zX/D/x+HUAySoYwkh6qBeRatID4H35C46LETO6CD2TQzZCcDHnyaHmamiF98WLz7nfW\nXP5KlBB2n1mzPPn1V72a3HhyWUPfvoLlYO5cD6fJoF5YDwWGs3VrH10sgZC4wfx5jrhL5s6t0bnU\nhoRoePBA30G1a9elceMmusQzrVt/y1dftTS5hlYrSxMZnD1bKN7tCIwFBOPssDKZ8wux8flr1tjn\nyvn4sflOCAuDgwf9qVZNJDshtG37B3PmtKBTp3DmzFmgiz20hvXrBWtSmzbhFo/RaOD33w0T9WTN\nKiWDepc+aV9ailOyB7YsYpYQFpabtm07pMZAbQZam/S9XG6/ttVQsEwExgMHgMvAE0BB4cJ92LFj\nOHnyCNrOpk3f0qqVmtOnT7Jt2xZkMhn378ezfn0y4EPTpgqCg7XExsayatVq4A8AJkwAIfHFb7x5\nk8yMGRE8eXIZ6Io5JU1CQgJLlkTg6empy7pmLzJKsDC1DMoM+rR/fy/mzTNcDH18TAUg4/aK66qA\nLnh6RvLkyTaePNlm1IKNCAqBBmzfPoWNG0fg5+dHtWo1aNCgMeXLVzSpVWWa2VOGILgVRCAzfYDb\nwGWyZcvKl19W5+efBxAUFGSpG3SwRAbtJSnG67CjbqLi8Q56kqcZ0nmWObOWN2+aIySl2ImQCAu+\n+aYdU6boj3PWNX/zZsuilKBUsG/wh4aW5/79II4cESw6bdqE89tv060mbXv1CrJarsiSZhivVxER\nponTRDnE3NyWfvbvv5aziAIoL18CILlyNd1n4jsZPdqTXr0MJ3VK7jwAKB4+sHpdc2NcSlIt4eBB\nob+llkG1Wogfk8pebdsms327kkuXFGb7YP9+BZkzaylVSoNMJqNQocLs2rWDmJgYq4pQ4z3Y09P2\n+Dl06G/mzp1Nzpy5qFmzNv7+/vTvP4jMmQMICkpAEPcFLwYPDzXw1mJNY/HdOzsvHIW0b429f8X/\njTOD5s79Ebt3H2TXLiEWWMwwr1KpePDgPlFR24mIWA6MTf35lnHj5GzduokyZcry+efmrbSeayPx\nH9SflKAc7OgSyegxNfAP9KP/w5/xiNpOQqeuLnlmd8EHMuhG0GoFTaZKpWXo0ARGjvRKjdsyhTXt\nVu7c+oVDKlDnz2//zL53T7ivKwqgWxMefH21tG6dbLZotiPC48cfazh2DLZvj6N0aQ05cxpmf5o2\nbRb/+U8TKlSoRM6cucxewx7LoDnMmeM4GXz0SH+jwYMT+eorw05yhgzacnWVwtwzW7JGe3hoKVzY\ncAydOdOUceN+Y9CgfrRo0YTVqzdaJYRJSUns2hVFgQIFKVHCcsKV//zHm+PHDZcnaX9IXfqkG5aj\nfSZ1ZerbV5hvo0Y5nrmtc+fuqWRwDtDKZBOVyyEx8S3Qgx077iOX56dSpSokJCQQExPDmzevePs2\ngYSEt7x5k4BAAm8AdwCxJlkQQomPnpQqVZAcOfRzRnSHKl26LKVLCzFkFy/KWb9eIO5t28ZTpYog\nGYWFTWT06HvAdWAgsAJYQevW3qltBFgN1OPhw6kGqdCXLFnI/fv/pUuX7mSW1AKzBxklWIjrjbe3\nlrdvZSQnG65Bly4pOHHCdF01FmyN22uY2MmHHDl20qnTTNas8eLixeII1vIYoDHQEZjMxo1DUCqV\nnD17lkyZLBM36wWhswALdf/16JFoIhxbg6V4ZHsz8ZrUeVOb/87S2qmvY5kx2gBpO77+OpmpUwsB\nOQAhpqhkyc8IC8ttcI6ziorr1y1rZx2xDGq1CgICfkKpnEK9eg0YP36yWSIo3TPnzfNg4ED7x4O9\nsCfG3BppcMRaqbhzG4CU3B/pPpOGThhDk1t4f8rTJ61e11HFhRQ3b8oMLIPm3qOHB1SoINQnNtcH\nLVoIGsboaMEvtUyZcuzatYP9+/fQvHkL0xNSYaw4KVNGk5pNPQI4jKhcGDhQQbZs2fH392fGjCnI\n5XKWLFmpqxmth2NlW6yR/PSEtA+NFeSiZdDcuPDx8eHLL00z8H70UR4qV67KixfDiYzcgbDfLWPd\nOiHh0qhR4827h6rV+A0dhNbLi1frt1KxUGF8pmrZmfkr+j0biPfCeSS07/Q/FTv4gQy6EUQLmlar\nH2Off65mwwZTomRtDEonlFgzDNIWDGyPRsoWzBVoFaHRCC6R5uDIQiQ+W+bM5jcxf/9MZhcL4/tl\nlJtoq1Z6M5Q5wU4m0+KjicP/++4oLl8iuWIl4hzMuGiMjz9OMQl8X7dOaUJELW3C5jT7R48q2by5\nK2FhYXz7bUvGjh1hlQyePHmcxMREqlSpbjWjmjERNIa+tIThuL5/X8bixSrCw5PtEmbEOCMRc+d6\npIkMFipUmJCQ8jx4cBBYj0ZjmN1RLtfy558jgaU8fgwREfuIiJhv46o+QBhCkP9ghDhbATJZMl5e\n0KhRMlu3qswKPcaukSIUCh+gVOrPV0B9YBeJiW/p338Qu3ZV48yZCUAUVaocon79hnz0UR727NnJ\n2bNn8PfPRO/e1rP4mUNGCRbis0rJoPFQE4urS2Es2BoLd6I1Wv+/Dz16fM/5815cvCidHOOBvsC3\nAHQMb0/+/PkNipkbw5EyQI72o/R4aRIPV7iJhoXZZvji8fa6uqUF0nclnfdTp4oMviVCRuQsfPvt\nSJPznR2bUo+EadPeGowvR5QgKSkQENCf48d7Wj1u8uQEHRm01/3fUdizforHGLtUAwQFCZ1avrzt\ngaY6chCNrx8pkszlVmtt5gqGcuVQHTkkxFhYyBzmDBmsXNmP5s31XlHitYyTnMjlMpvtFVGlilDO\n5J9/jlglg+Kc+fTTFKKi4pHJBHdzoR6zHgsXGp7Xvfv3ZoigKWzJOWK8aEZaBl+90ictAnNkUPid\nlvAZtToT0AahZMsJ1q5VU7FiCYNSL1J4blqP/NlT4jt3IyW15JVMBtHKYBL/0xSvtZGojhwiWVKn\n+n3HBzLoRlixQljc//lHqYuPMkcEwToZlC5KDx/qJ9fKlSrq1rXNCKUuS0+eOL/RWJu8OXJoLS5M\njixE4jM7q33OKDJoCzdvKvidgXitXgmA6uJ53vbs7ZCfunFbg4O1XLli+Nl333nz1VeGQuonnxgW\npBUhkkGFQmuSGe7zz+tTq1Yd9u3bw8GDB6hmYZH86y/Bpe6LL2wH0BsjONg0ZvDgQYVBW1as8GDF\nCihYUEPlyrbHuiuUHSIqVpzKunVVkMvnmZBBjSaJbduWAVlp0eIiX399gosXLxAQEECWLFnJkiUL\nXl5eeHl5ExfnRYMGgQh1N81LZOJm3bSpmq1bVWYVPdLPpEKRGA8jQAEsAEYxc2Y5WrZsRfPmMipU\n+AKFYiYBAZNYuzZSd3TJkqUYP/43u9wTjZFxlkHh+cQyIUlJQq08MauyMfbsEQJ2bVkGjeUG8R0Y\nkxwFvVjn/yer31zFDxh19oxNqdTY9ckaHF2DLLmGpt1NVIZSqWXZsreULWv7peotg/bdLy2QPov5\nNXwqQlkcFXnzyjCOnbfWp1euyAkL01hNTCW17PoblSRzlAza00/SMedIlui0wtIzWCtBIJ5TooSN\nDlCrUdy5jfrT0ga+gTb7rXp1ZCdO4LF3F0mpJRGMYU0RbQ+ksfzCuqI1GCseHlJCbHiuuTFVsuSn\nhIaGsWTJQqKjn5AjR05KlSpNzZq1yZUrWKcgFc/NmzeFDRtW8/vvM7h48TyCQnADgpIQVq16ikoV\nw5Mnj8mcObPNEjP24l24iV6+bDjw8+Qxbxk0TixjD/QhUl5ANapVe2NZ1tNq8Z4zC61MRkJnff1T\n0VsrofW3eK2NxCtyxQcy+AHpA2nw7NathiSwePEULlzQf29tA7C0sdm7aUgTPaRl4hnDXJbGTJm0\nvH4tY8yYRJYvN094HbMM2k5/bQsZaRm0hUCi6co8YoPyQtf2+I0ehteq5cT3GWDzXAteD1ZLFRjc\nO9D8Q4qB86GhWu7dM73Jd9/1Yt++PSxfvsQiGdy/fw9KpZJKlexLNiPFwIF6LYW+/qSM169Nj7VX\nieEKN2gRcnk5hHTvJ0lMNBT+T59ezZs3L4CfUCqzUaNGLYOEEFIIbbeeErVbt2TAw8BCagypgNaq\nlY/OVWnyZGNSFAbMo2VL4fu8ebVkz64lIKAnhw+35/z5s5w7d5batT8jNDTMaruswRVzZ948Fdu3\nK1n3f+ydeZxN9f/Hn+duc2czYzeSnSiyLxUlu0RFiLJEi5IWIUSRVNbIWkSSVLJljSQp+x6i7FsY\nZsw+c7fz++PMmXvOuefce+7g+/X9PXo9Hh7jnuVzPvvnvb+XZBkSzXK7ZWbQ7RaIidH/+HPPuahe\nXaJ4QmkGtd+T91OlxrBgQZGnk2fyWNpRbDxCwxKnKbxvD9SvT9RDzfCVLoOrRSt8mpxYwUzitAiX\nQFM+r2RatHPGaHz0fAaLFhVVwcmCQSbIb6XPoB4zqBZCWpDMeEEUA6WTRm0/cULgoYeiadjQww8/\nGHPsSgHqww+rOzYcixwpYmV4C8Vov75RKOmAUMxgsNQSoegO68kTCB4PXk2KkZD7xaOPwsSJ2Pfv\nC8IMhigjBJSpJeRxVEb0vHjRH2cgmAZdhtPpZOrUWfTq9TTr1kmC0fnzpXyb8fHxlCiRQIMG91O2\nbG2gLbt2DWTZMsl/tFmzFmzcOBMpureE6dPLsmRJGJKkXITWDOq36VYiNlb9scqV1ZNK3s/DEZzJ\n2L9fvXkHa79j/TrsB/eT/VgHvOUrqt4RRXA3ehBfXDy23TvDr8htjP+ATOlfmEWwTVMb/CXcnD8A\ntWqZO5WUie5vVOr4xBORTJigJj6zs6Xk7aVK+Shc+OZoBuVnZYJNGxbbDG4nZvAJlmHDy8VHepLd\n81lEhwPngi9MVUDugx9+sPPLL1Y2bbIyc6ZDpSUOBiPiRSbmjPqoUaMHqVz5Ln74YRkXdRz7Dx8+\nxLFjR2nZsg3RYSYEjIkRVRJ35bxUpkeQYVYocLOYwU2brLkBepri8yVx8OA+xd2zLF06BKvVCjwX\nModfKNOmzp3dVKkiTXiZEdFnBtXfmTnTTt265vo9NlYS4giCQI0atejR49kbYgTh5kiZhw93snWr\nLSDAwvXrgd9xOqW+0SadV0I5T7R7nbK+FSsa751KLc03XyQxKWE8HruTXnzB9/1/JOeRdrBvH9GT\nJxA7oD8F76uD9ahaRZ+Y+J8xE1USx9o5Y9RHekRusAiEWsgBO2524mwlNm3yV0gex1CCzNGj/Yeq\nUZ/++KNU7vbtweXmSmZeq0EMpjVTlwHXrln46y9zKtTXXpM40LJlb436RjknjeaGGWYw1F5s37EN\nQEorofO+Ie69F1EQsP/6S4gHJQRbw0ZQ7tVHj0qNbdfO7+LhcBhH3jRiRB94oDFHjpzg0KHjbNy4\nhdGjP6RVqzYULlyEv/46xvz5nzNqVD+gLOfPf0/t2nXYvHk7ixYtQckIgppWM0JgcKrQY+IXjP1n\nIkCfOSPwzDPG+SLhxjSDyoCCwSCkpxEz6HVEQSBzwGD1PTmOgyDgrlsP28kTWE/8HXZdblf8ywze\nRgi2QGXptRkYEV1mIy0qN/4HH7wBo3vg998DD9HSpWO5fFnIO0iMGLdwNiK5zn5pfVjVBMwxgzfb\nbMKo7Z35DoCTDbsgxsXjatkG68ULWE+dCFmmks/q3DmKLl2i2L7dvI2WETMi96myj0qW9HeI1Wql\nZ8/eeDwevv56QcD7X331BQCdOj1lui4ygo3Lp58GcnRmmUFtYtv8oksXmUB4AIDdu3co7g4gIyOJ\nkSMnAHerItTpIRQzmJCg7HPpr15CZ+1cffddJ2fPmtvyCxQQg+ZdzA+U9bn77vAJM7Xvm///S5fa\nqFw5Ns/CQO4/WZIs+ZXqt0VP2CXXc8YMaV7Nnp3F5s2ZVK3qU80XmWhX7jWVvp+A/Z9zHHrgOa5S\nlKyoIqR+sRDOnCFl/iIy+7+BJT2NAi/0Uom4L1407mstE3UjZqJKszltnxjNu59/Vm+m589bctMU\nmYOsYVq2zE7fvk66d4+8IV8uPSh94+UxDbWPKTW9Rn2qNqk2hh7BHaxsPUZBDtpmFrKvfX40JWag\nXP+hNIN6bZTfCSVQtpw7C4C3UmXd9w1RqBCeeg2w/XHAMFS6LMB8+WWXKfPbxo3Vk0apXe7SJYp0\nTVDUiAhjk8pgc9xut1OsWDGqV6/Biy/2Y8GCb9m2bS/Hj59n5cr1vPbaGOARypbtzrffLqNq1bt1\nyzGzjvKTvP4/YXqsxFNPRYUUVssWxOFExQ8XUR9PwHrpH7L6vIBX0+fKoH7ups0BsO0zCIX/P4h/\nmcHbCLJavG1bN4sXq01Z+vb12/csWhTcg9boYAt2YCmh3GDWrLFz/vzNlw7l5AghGbZwiB6tZvBW\nMYP/EWRl8QC/s4+aJBeQoqa5mrUAIGL50pCva80tIDD4hYxixQJPXKMog/IB8cIL/rmoPQA7d+5K\ngQJxjBv3AT17dmPTJknqe/Dgfr78ch6lS5ehRYtWIdugRbBx0cuLaHYcjZiE/KM1FkskM2dOBDoC\nNYElFCtWkT59egNqPxT9OgW/LwdmAH87tUSKmXKU6NBBTZ0WKCCSmSncsJmVEfKjYVcSAcq2ySlT\n5DQ88j15LxBF/f7RQhbMyHWTtT1nzliw26X5P3FiICUiR3xuyyrKLByP945S7Gr7tqosSpfG1aYt\nGSNGkdWrD7ajfxI9dkxeGcHC3WsFFuEKpJR9HcxM1IiwfPllv8Q+JUX/GTBec0oz7qVL7fz4o429\ne28u6bF5s3/Dl+thNP/1zgaj+WgmQA5A/frSxxo2DOxEvT0m2Lp6/HFzi65AAenvrQogEyoNSePG\nnqCaQflaqL3YduK49A2N5YGZee65pxqCz4fdwGRPLqNGDa8pZrB0afVHtVYcsnZQhjIJvVnNYDDE\nxMTQoEFDunZ9FVjN/ffPCRq12UzgqRsRYP+nfAZPnAi9H8j5b/OjGVRqz7WBaWQIV68SOXsmvsKF\nyRw6IvC+4rPuWnUAiMg14f3/gH+ZwdsI8mH83HNuHnrIv/va7aLKnK1Zs+BUntHBZtYvRcsMbNly\nazz/5eAdZn1VgkErhcyPZMsMgSqKt55btO/cjpMcfqJ53saX88ijiIJAxPffhqyoXtLwtWv1HXaa\nNAmcS6HMxfr0cXP8eBoVKvgCxiguLp6PP55K8eIlWLt2FV26tKJr1660b98at9vN+++PNYzgFQzh\nMun5y+l3M5DAHXeMIjn5GrAUOACUo2PH97DZBCIjRVJSBKZNsxtqg7TEY9eufqoiLk7k6af9v+V2\nTp4cwaJFairXLDP4xRdZTJ2qZnLkAzOP0LwJVMGNpAABNSOjjeinvC9/R8lEGaVLUe4TRoStMsiQ\n3r6S9ete/qYiq2gHVitpM+fgjooLqKeM9JFj8JZIIGrGJ8R1eoz4lg8xLekZurGQV5jKzzzMBUrS\nnS+x41Lt/XZcYY+FkmAMZiZqhnhNSQl//9PXjN26fVROrWPUnqpVpYUha47BeF83a50ia6CefTbw\no3rrUG/fkYdVmU81GGSNcX7GxAyU9dabctOnZ5v0GQzeHtuuHXhLJODLBzPoaiLlQjViBpUWQ3pC\nAKWQHQhInaQV3GkZSrtdzJtv2vreyBz3B8QL/pyZNavXj7ejz2Ao3IjPoLIPjILGRc34BCE7m8wB\ngxFjCwTcV2oGPXXq4alQEfu2rfkL038b4l9m8DaCTPjLvi4yRDE853tjM1Fz7wL+P6gAACAASURB\nVCvndmnO0GJuT+KbP4gzZCj88CCnOTA6iMPZiGTCWt7EzJr3aL8XapNUSoqLc4npvMxrTEZIDSIy\n1/mOjC+/DNzZHLk+ED/RPM9MRSxYCFfrttiO/431+I3bqcv+Jvv3B24BRgySOgeQdMjrzbV27R7n\n4MFjwBagJhs3riYzM5Pu3XvRuvUj+arvrdLY3nxmEIoVG8CGDYeQEtD/A5ykfn0pwEFEhJTn7r33\nnHTrpu8joT1bKlXyXzh2LJ0ov8uKijmZP1/NZJvlGUqW9AXsLwUKQAIXiXv/bQo2rk+RhILEN2tM\n9PsjES5fNlewBsp1nh/eUtkvyjUk5/+TmUGZmVZqBpXBMJRQ9p+Rn4ySiAyYhzk5fEkPKnKC9bTg\n8OSVuBveH+BH9NFH8PbbuRWNiiL1i4V4Kt+FY/Mm7Pv38aR7EQt5hqm8ysP8Qkn+4Ut6sot6VBAl\nzUkZTpNIUUZPK06B3t2x/HNRt01aKE3dlCbK2nlmJu9gfohDvf09eF7FG0MozaCsUSte3D8Jjdpl\nls6TiXJ5HQ0YkJMXCGbkyAgdrZGxWbdZQabMDP4nNIN62hibLXgKAlPt8XiwXLksBY/RLC4ze4S3\nvORDZzl7Rve+MoiNHmPVtKn6AChVSqRGDf+gazWD2vVfsKB4UzWDMswGxDOzjvJjJhosMNl/C/4I\n4jbD/NtGUPZBw4aBHSKkpuCcNwdfwYJkPdNLtwxBUESSFQQ8detjSU+7KfTY7YB/mcHbCLIZVKSG\nRvT59E3/jFC3rv4JFq6ZaBzXWcMjVD2wGPvB/cS+NQD7po2m62EWRgdxOISHnJfuRlJLmGEGu3d3\nM26cNFCf04eXmclk3qDQfXWwHjsa8huHD1soXlyKhHLvvV5atgwcK/uvv+DCzm80Um1irpatc+9v\nMiz/8mWBU6dCL2s5yIFesALtAdCggXThjjvUp7PVanxgSyGyGwF7+eyzvSxduoqxYyeFrJcRevcO\nj3o0O3duhRmkKEJCQhmk5ONS1Eg9/1ij6K6//qoeEyURoyWslL+1ETPNErJ6RNKFRVs5RDUSFn6C\n9ewZvBUqYv/jAFGfTKJg2+ZYLl8yV7gCyrmSP2ZQyUz6/79ihUSBX7smdYY8f2XiQRSNx1mW6oOx\nNDwYMxg9dgxVOMZUXqEV68mofb/qObmsoUNh9mw/s+6pXZfkLTu5tu8IiecSedq5mNEMpzPfUpN9\n3MVRFtKNGhzk13/uYjFP8iU9iCMVpyuNiFUriH2xt6lBVhLyY8cq6mDSTFSJYJ8LZ7++VebHoPQZ\nDL6ZKzWuN2KdcuWKkGd143BIBQ0Z4qJ3b6mRP/9sC3C10Ov7cJlBmSa4dZpBf7l6pu02m6jSDE6f\nbuedd/zB4uTgO/JfPVguX0Lw+fAlJATcM6OV9ZYug+h04vh1s+4gKvtUb5/TGqlYrVJwOxlK4Ynd\nLgbQZgULioZCJOUcN2OmrlfvUJpBc2ai4QdYk4Uat3KdBsOYMcEdA0eN0k8TZASfD0qV8jFzZhaT\nJweWHTl9CpaMdDJffjWQAM9FUpKFY8eseWPjzs3naNu7O6y63K74lxm8jSCrv7WaQZ9PMLRz1kOh\nQnDsWGCCY/NmouAgh1U8yj0cYSZ9qc0eRJuNAi/1Qbh61XRdbgT5IRj1DlKzRIoZZtBuh1693JTm\nDG1ZA8Dn9MaSeIXoMaNCfkP2a5LL0kJITsJ2cD+JlRqSSbRqI3flpmtwbP7FsPznnnMGJJbXgxyZ\nCwIPKi3Bt2xZFocPp1OokKaughmfO4GSJSvTqNGD2G4g6/Rbb4XHDAYjbJUH3M33GZTmrXbOyUxg\nqPn1229Whg93qq4F6zZleVqBkVlmUFu+be9uNtKMQiQzgIlc/essyVv3cPXvs2S+/CrWs2eIGveB\nucIVUEe1FHjooSgmTjRvMqxsz/ffB3aKrP3TS3JuRFjqawbhwgX/88rE08rnq/AnkdOn8A8lGMYH\nAfdlGErvBUHKGxoRwXJLR95hNIvpzAFq8hd38QwL6cZCTjiq8iRLeJAt/MJDDHg1g5wWrXBs34rz\ni88NCvdDaVYlC80gkFkyQ/gFWy/hMINmiNj8Qh7HUMytmQAyyjNIT5h6+bJAtWoxvP++RJwq93Tl\nXAjUwqp/X7kiMHWqtBbMWkEUPLGXt/iIxw6MDssyxSxGj/YT3HpBryTNoPR/n09g1Cgns2b51/Mn\nn0jvHztmfB7Zt/4GgLfSXQH3TJ3/kZG4HmyC9exphOSkgNtKM1E9QbGW2bJaRcMAX126uAPGsXlz\nr6EQSbm+1qwJ7+wzKxiQ95bduy388Yf+w/mxYpRMKUXsyYm3xFZUFGHnTovuGA8blsPzzwffjPbt\nC18z6HBAx46egDygwtWrRH06A1+RImS98HLIsuQczO77pfRYzuVLwqrL7Yp/mcHbCDKzpjQDk2Eg\nrDBEwYJ65Zt71+cV+YwXaMTvfEMXXmEa+6hNxptvYUlKImbIm+FVJgSKFNHf9UeOjDAd7lyGniTN\nLFPp85mXyv7a+j0AejCf5/gcd+06OH5cExAyXgslsaBnu27/bQuCKHKhysOAxm+jdBm8ZctJB6gB\npbNjh7lDR1mPfv3UzId8iE2cmM3u3enYbPq5rKxWcwfNjfpZbtiQEbaZqBFhO3asgzvuiM0j9vWe\nW736xtKv+nyBc06eV6Ha0aFD4OIPxgxqfd4++8yeF7DDLKOrqpMoEjNsEDa8dGMhHzMAIiJISYHO\nLySwufk7eCpUxPnV/LDDaiv75OxZgT//tDJ2rHkJr3Kuffyx8Xt+zaDskywE0WD7/y/35fXrArVq\nSapzp1NUpQpQPj+aEQiiyO5OY0hHojDk/UcOCLN5s1X17UGDIgLmXE6OMeOyiG48XXk7b/M+k3iD\njizBJ1hJnzAFMSKCyM9mhFyERqlM8qMZlJ959tlADvd28S8KZSYqQ7l2jOqujJras2fgIXzypPrA\nUGqalP2pXffaOXDffdEsX64OgBQMkVMmUvHpJnzEUJ76czSFq1Uitm8fnHNmEfnJJCyX/gldSBBo\n14ue24XNZpxWwSxsudY07kYPhqyDEbzlJFNR26E/DMuwWkXdfVTrz2i1EpC2Rk5JYbdDkybRqnet\nVnOpJYoXD6+DtNHRjSDTjI88Ek2zZvppg/TGRmkRoYeY1H/YT03Gzb+T+OYPYv3rWMg6h4OVK208\n+mg0w4YF7uNmaDBlrkczCJa/M/LzTxEyM8l8Y5ApQlte196qd+O5uxr2335FSEwMqz63I/5lBm8j\nyL4dWs0gSBtO794u3nnHfFxdpbkDhE4tYf3rGNZjR6k5fzA9+ZKd1ONZ5uFDonD2tR6Mu1ZtnD8s\nw/n5p6HDIppEp076VMjy5XbWrQvcwY8elUwtv/tOuqfc7OSNRMlo6eWhM4IZpsN67Cilf5zHn1Rh\nEV0ByHz5VQRRJPqj94O+qzyQ9OKoyP6C/9wtMYPaA9HVuAmW1BRshw6GrmgQKH0ff/pJ3cfyZtes\nmYfSpY0PDYvF3IF9o7FHatQIvwAjEzE54fqxY9JE0SO8nn028EA4cMASQCQY4eBBa0B0SL3ARmaY\n5AYNPEH9hZXzdc0aG8OHO3n1VYm5N9vvSqIl4odl2PfuYUeJdiyiGwBffGFn3jwHmzbZePTJQmQM\nlZigyBnTzH0gF8p1mh8BgRlmZfduS15IfPlcF8XQofHB35fffGOsvZefqcoROrAUzz3VOVyra959\nmRlcsEB6cdUqu6rd8+c7WLtWvd7uvDM2qKbMExHNB7zNm0wiicKSsCGhJNmdnsJ26iTObxYavgva\n5OuKcgOYwdBaPz2ta35wK6MUBkstsWSJfmcYMTPTp/s3aW2KDQg8L5RBi5RMuPY5bV8rTXlD9Y19\n2+/EjBmFp1gCvZjHijKv4CtWHOfSxcQOG0zM+yOJb/Uw9p9/Cl5QEGi1oHr57NSaQf91n8+/v4aC\n5Yrkf+wtXiLgnml/zQclixk5X6ESskWAkZmoFk4nlCihngyyJklbH7ns/KSWCAWlr2MohPIbDFsz\n6HJx94SXqMFBrkWVwv7HAQr06W68kYQBuV2nT0sNmzs3kAi6EVcfI0jMYOB1y5nTRE39GF+hQmR1\n7W6qLOVaznm8A4LbjePnDTeppv89/MsM3kaQpTwyEdO5s1p8+NFHObzyinkj7oUL1Ys3mM+g/Zef\nKdSoHoUa16fq+hmc5U4eYwXZ+Anjy1dtpI8ZhxgVRezQQRR6qGG+fIcCvh2E2NXjN2Vi7ZVXpLop\nNZ7y5rlxo7/t1appsgAbwFRqCZeLmEGvI4gi7/AeHqS6uNo9jrtGLSLWrJTyHhlAmeJBjxm0/7oJ\nX0ws18pLoYsDIpTdJ/kkOX75OWR7gkFJzGkJO21ofiME8xmUUZxLFF89H+fc2Qgp14M/fBMRyj9W\nnidmTONcLmjRIpp77zU3jwCGD1dLPOV5Fa6Gs0gR0TAtCKhNAGVN4M6d1tzf+u8I+KjMMVY2/oAX\nSiynYkVpEC2nTxEz5E3EiAjmVRuX9/zgwc68fvL5BFxt2+MtUxbn4kUI15NNt+VGGQAzRM0jj0Tn\naRtls1lRhK1b9Sezcjz0xkb2AZMhz5tufI0FkczX38SnYGzlNaMsS8tohEtTPf+8C4tF5MUXXary\nMl8fCEDEyuVB3zcKxa7tz2BrQb4XbG8IlmvO7PX8INAkW/qrR4w/8IC/0cHGyCy0miVV5FcFYxhO\nX4ea51GTJwBwdfIc5tOL6ZU/JmnnAa4vXUX6qA/IfO5FrP9cJK5rRyK+/dpUO7TQmhxOm6ZHtPv7\nWilwdblg1Spz0gLr4UOIDge+hJIB98yOiaeKlA/O+neg9iqUz6DWdSYqSgywVJKjc2vnU+3a3ryy\n9eqrdkcI1gKp7Ndec+b5i5vVDAJs2hT8oA4rmqgoEjugP/E7fmIjTenX9jhZfV7AduwoMaOGh65M\nEPz0k5XixWOZO9dO4cLGg2tG0NS8uXlO+/p1yd/v6NHAfooZMRTB5SJjyAhUJiBBoGIGm0tpspxL\nF5uuz+2Kf5nB2whZWZL6Xj5QghGBZqDUeFutYlCfQU/tOmQMHEJ2x87s7Pg+93KQS6idup1O8NSt\nT9Lm7WQ90xPr2TMU6PW0+cg0+YDepqU9gJXMoLzhV67so1mz8ERzEjMYpM9FkQLP9cCxfSs5j7Tj\nezqpKpo5RMotFvXxBMMi1JpBDaF57iy2UydxN2rMkb+kSTBmjJqp8NSSnJYtp08FlB2OJNLIt0VZ\nTqhN2Ugz6POK5Bz8m7d5nxNUoMFnLxM75E3inu58U+fK5ctp1KqVv2BJcht/+y30yZMfyas22pk8\nL8NNeXLkiJVofesfAN3E8DJT6PXC/fzOOAYxgveI4zr3coDD3MMxqvDolrf59NITFH27P8KVK8S+\n+SqWa9dIH/0RdbuUUZWpInSsVrK7dUfIzib25edNU20zZ4afUkQJvbkWTFtbsqSfGTTa+0Ixg3qa\nQQEfnVhMJpHkNG+lqpce06/tnmDdpd0TAFq18nDpUjpPPCFRl7JGwle6DJ6q92D/9ResJ48blmm0\nFsIxE5UJW/kZs+b4RmXeTJNSrd+p30zUPwhSxFxRVxN8I/XRrmflnqnso1A+g0oEYxysf/+FY9NG\n3A3uw33fA/6yLBbcjR4k66VXyPhgPMmrNiDGxVGgf18ivltkrjEKaDU2emepIPjb/9ln/uddLpP9\nKYrYjv8lMXNOZ8Btsxot3x2l8BYvgWPzpoAPK5lBvfNMa/4aGRk4pvIeoLWsWrBAksRpNYPXr0u+\npMqIsaGEHz//bGXRIjtPPhnF4MERKvPWUNBzK1JCrx+N+J7IObNwfreIrMrVeJzl5LgtpA8fhad8\nBZzz5+rSHWbRr59EkA4Z4gzaH2Y0uLLA0wyM/DWtfx4hYt1q3DVrkd3jWdPlKfcNb7XquKvXkExF\nr1wxXcbtiH+ZwdsI2dkCkZH+yWZmUQTDPff4GDQoh7VrM3A6gxPIYoE4MgcPI23mHPY2H0AKgYlO\nZS2Er0xZ0id+QvZjHbDv2UX0B+/dWEWDQE+Cqt2slfbjynvh9l8ozaBtzy4i1q3B3eA+0qbNCrjv\natoCd+06RKxagWPNKt0ylHXSagYdWzZL5TzYJM8kSXtYeUuWkso5dy6gbDM+obIJsjJxeUaGoCJO\ntD5XRrBYAg8aUYTvE4ZSqnkd3mcEIgK/PPohOW3bY9+5ndg3X71plKAgwHPP6XNqoQJUyAf1+vU3\naO+GPmGn7Zf85r+MiREDzL2VUDKDDnKYzGscvF6awpVL0+vNO/idRgxiAu/xLse4i23cR1WOso5W\npL0+GG/pskR+NZ8i1Sri2LKZnBatyO7Zm8ceUzcqQLv16gBcDz5MxE/rifxkkqkxPXv2xo4bPTPG\nvHQNOihRQqI4glUt1Hjoae9bs467+IsldIToaFX5ZjSDyt+nTqnbdPx4YNhBWRig55uU1ft5BI+H\niO+/M2yDEeOh7c9gDEqen0yemWhgp+r1syFBn5ODfctmyf85TDWhNuDVuHH6c0DZnh9/zOTcOfWL\n8vyA/GsqtfPHKIWqtq8PHzaeeMF8faOmfgxA5ov9sDuE3LJ1vle/ASnfLUeMiqLAKy9iD9OSRJuX\nU4dXA/TXT06OoBGQ6C9AITUFIStLN5IohDEmFgue+g2xJCcHpFtRawYD65GmibMXFSUG0AAyM6gU\nCg4YkJPnR6/VDNasGUP16jGqcQlYBz6fyuxJGbTmiy8cYUWW/e234ISOPjMY2BeW06eIHvMevkKF\n+GfG16QTK50v0dFkDhqK4PNR4Ple+U6loEzvE0wzHoxu69VLGoRw0qkYuQFGzfgEgMzXBuYvMXUu\nch7vKJmKblyf7zJuB/zLDN5GyMpSR3m8UWZQEGDQIBd16viIiBA5ccLC0qWhiV8jomDbNkWFBIH0\nj6fiLVOWyDmz8iUxKlMm9G5vdNArMWOGX3yvDsMfHtMRihl0LvoKgMyX+iPGxAY+IAikfzAegOiP\nRutmR1VKJ7UaJzllhLtxE9q0MRiEyEg85Stg37MrYKDMaAZ/+y2Dzz/PolIldd8rx1abp80IVquU\nZ1AVQnv6Qvoxg5OUox/TuIfDbK77OqkzZuOuXQfnd4twhDBrCwdGREooxtjtDkzhkF/oHWz5DSCj\nRUyMSHS08Txu2MBNbz7nD6qRSFFe4xPixOv4Eu4gIy6BdbSiHT8wl2cpSiLpxPAMC2jDOrKGDidp\n2x6yevWR6lyoEOkTPzHpOGslbcp0fEWKEjNmFFEfjg6vYfmALtEbZM5HmIhNE0o7pNUMWizQBymC\n52yeB9RjLROcwcpVRjZt0EAtojeaz/K3teXlPNIOAMeGHw3fM2IuAk0X1c8pw7vL94LtDeaZQZHW\nMzsR37Ed8Y8/QvRI8+Zns2bZKV8+ls2bjdeungl40aJiAL1XtqzI8uWZhnXXw6hRESr/uWA+g4IA\nFThOS37Em6mWxL7+unGgCiMG2nL+HBHLvsdTvgKuRx7NGwMjwtpTszYpcxcAED3+w7CEcNro5UbW\nEXo0tMej78cf8G6uQNNXXJ8ZDMfXzVP9XgAcP6kJcnU0UfU71at7ad1avYHo7Rmy4MMo5oJWMyj7\nii5a5N88lGvQsXIFhWpUoWi5BMmyyuMJCPIkP2+GRwkWTAtg5cpAPxw9+iJm6ECEzAwy3hmNpUJZ\nADZulAiWnMc7kt25K/YD+yj4QF0K9OiKkJYaunIGUO7b2rPy3Dnj86djx/AdMZU0tQzL5UtEfP8t\n3rLlcLVpG1Z52jXvavH/w1T0X2bwNoKsGZRxo8ygEhaLJH3q2zeSAweCD7vRJqzddMSYWCmYhNtN\n9Aejwq6THs0p2+fLuHgxsK7aM00pVVOWGW7+pWBnpZCcRMTypXiLFcfVqo3hc57adcnq1h3b0T8p\n8HzPAGpVWb9Vq/ybtJCehuOnDXhLJOCtfBetWknvyZIw1Tdq1kLIzAiIGKck5gYNClQDx8eLlC4t\n0q6dVHabNn4qwuWCM2cEVWRDM2aioihwxx2xbNtmxXZwP2XGDiCJgjzCGmbQj7OUkaR4kZGkzZiN\nKAhETZt807SDRnUMZSbqdgfPf6WEqqpZWQELRC+vo1YTIBOJ4WsGgzMINb56m895jipIUfnm0YuK\njrMkb97Gl4P20IZ1rKIdfZhLDOmU4BILeQbInYt2O+ljJ5H02y6SduzHV0KfMNP1B7ujFNd/WIcv\ntgDRkycQ9dGtZQibNvXby8oH/L33hhYomdUM6j2n1YDFXDtLO1ZymLv5DSm0uJLQM8Mk5SfUO+hr\nBsWiRXHd9wD2A/sMiTNjzWDw388/786LpCjfC2YmapYZ7MRiSv/5E+6q1fAmlCRq1jRTOVrB77v2\nww9BctfljmmXLpL93Ouv5xiuu/r1jQfj558DGzl9ukMVAVHbvjzNoM9Hp11DOEoVfqQ19fs0MJ2P\nTHd+eL0SAZ6TQ9Yrr4PFgiBI8zNY4B930xbktGyNfdcObDu2m/o+BK4rI4ZTb591u80xg/adUn08\nNWvp3jeTZzCvHq0lgt6+e6emDOmv1Rp4VmzcmEmBAuprelGz/Wai+t828hlcvFjJDEp/hcuXie33\nApariXhLlyFizUqiJk8gWeN6HU4AmVDQ5rPdty+dJk3Uk8y+aSMRGzfgeqAx2U89HcgUW62kTZ1F\n2uTp+EqXIWLdaslFwKT6Vg72J0M5n3r1Uh9w06YZM7da+tAMdKPzz56F4PWS2feVsDtZq+n2VqmK\nu14DHJs3YT1yOOz63S74lxm8jZCZqY4kerOZQRlaExAtQiXrVSLn8Y6Sxmf5Uuzbt+a3enl46KHQ\nkp+pU9WbhSzlatJE/e62bYoNyOPBvu13abEaUIeiKBgqRSLWrsaSlkrW831DDkz6mHGSCd36dcT2\n76uisozKd6xfhyU1hexu3UEQ8g4uPcLAd6fkz2U9e0Z1XTY569HDxaBBLk6eTGP79nQeesjD/fd7\nWLNGHY1n0CA/o3n2rIV69WJo08Y8M6iUHv845xIFnumCNSeL55jDMark3Zs0SRovb/mKuFq1wb5/\nH7Y9u4IXbhJGpqyhzUThjjvMHWTyefcscylyVxkK1a+B9Q9/NFdlomUZ2nErVChQY2QG0dEiCQlS\nBSpU0NR32zaiZk7lJOUowxniSKU387jmjdetQxZRiLlbfuHCakc3b+W7EOMCTcO10GrbvRUrkbxh\nM96y5YieNB7H+rXhNTCfkINrBUtNoWWe9HK1hqIDtFtF2T3LcOBmKv3plxvMS4/wDaYZlE3TwjVN\nNAph76lTD5AIOj3s3au/X5nxGaxVS6qk1mdQb2/Q21a1Z0kREvmUF8nBwZja35L+oeRfHfXxuMCX\ndWBGhiTlP/X/DhbMJFhqBDkirBaXL/vbpNW6yoxD1LgxtP7jY85xJ4t4isiLJ4h//BHiWz9MfLPG\nfMBQnmIRj7OMwqjz9urNC+e82dgPHcTVtLl0Rii+F8oiJKv3C1IZK8znQ9PuHbLPbdWq6ht6Ofm0\nzGDLlvoVtJ47C4Dnriq698ORF3orVcZXuDCOdatVZiFyXwqCOXpKbz+Q39u8WX8emUmvId+7/M4c\nLNlZLLv/I5I3bsFbrDhRH48ne8XP1GE3JbkgtSdIAJk4rnOuRXfOcwdjGAaIxHGdOEIHaJswIZs7\n7gisaGRuvtKMISPAYtE/+wWB7G7dSdq2F1fjJkT8uJaoscGjp8uQ06YA1K/vUa2bdevU66x7d2Mn\n/WrVwrfn1rZFSEvFOX8uvvh41Voyi3/+CRyUrD7SGgsVzOt2xi1jBkVRZPHixTz22GPUrFmTRo0a\nMWLECK5du2a6jF27dtGjRw/q1atH3bp1eeGFFzh8+H+X8w6FW6kZvHLFP9Shyg1Lcm2xkD76IwCi\nJo7NR83UyI/CSD6AW7TQP3QsSFLV+MfaUKjJfcQ3a6zr7BvMTFQ2w3I92j50haKjSZ23AHeNWjiX\nfKdKN2FY/o9SAvucRx+T6hzExNWdaxJj3/a76vqlS9IYV6kibZgxMVC+vMjixVksX55FxYrqMpXS\nv2+/lTpx0ybz0UTlENytWMfEjXWxXvqHU31Hs4wOhu9k9XkRkBzVbwaM6hjKTNTjEUhIMDfZfD74\ngKHMpQ94vVjPnSW+w6PYDuwD9PO4aX09ZQl0uMxgXJxIwYKwfXs6GzYomHlRhEGDAOjNXC5yR94t\nZQAZI1y7Fn6eJtCvv698BVLnzAcgesRQ3RDAeqHpbwShgiaAv65vvSVJnkuXDiQkQpmJagmJir8t\nwIuFVTxK5cpSeWoz0dDlymlHdKzIg8KI6MzJNXNy5Cbw1mLDBn0i1kxQE1mj7Y8mK/3NbwCZIXxE\nQa4zkpGMWng3rpat8dxVBefS73FsWKdbTyXkti9Y4OCNN6QN7J571A0RBFTuEPJ+qIdghHzjxvoL\nSBVAIkAzKOJY9QPRk8ZzJbYcDdhBNxax+53F+EokYDv0B/Y/DjCUj1hEN5bRgaNUoS2rDMskO5uo\nKZPwRceQOu0zFYdgs4WOiOxu9CC+IkWJWLHM9AEbIEjKnataMz3ZgkX1Pbeg+syECfoqNVmY6St1\np+597bgGhdVKdpensVy/jvPrBXmX/b53oml6SrvH6b2nTD9hlFpCCa8XLKdOUnHlVC6SwCsH+uIr\nEE/ipNkAjD3Qlt3U4wKlGM9AfG5vwLethw+xiSZcpyClNnzFHVxkGB9yhLtJpCiXKa4rEFJqO3v0\nCJwswpUrOH76Ec891fHUb2DcCBk2G6mzPsdb6k6iP56AM5eRDAZ16hEh6Jzt0sX4pnJsQgnTsrJg\n/35L3lzu31+ah5GzpmNJuS7RIsHMbgwwf36gkMjVohWizfY/7Td4y5jBcePGMXy45AvwzDPPUKtW\nLRYvXkznzp1J1urEdbBx40Z69uzJyZMneeKJJ2jTpg27du3iqaeeYt++6Pyr2wAAIABJREFUfbeq\n2v9V5OSoHdBvRb4Vqdzg942IyPbt9Repp14D3HXqYt+y+YaTbwaLnGiEYMzLHZznENWI+OlHvKXL\n4q5TD/uhgxRs+VAAQ2jEDAqXL+PYsA5PufJ4K1QyVScxtgApS37AU648UZ9MCkroCFevErFuDd7S\nZfHeU026FuSA8VSvIbX31EnVddmvwyiIgRYyoRdDGuLeAziQNkuPR5p7oRiXQoVEWrGONTyCkJnB\nQMYz4J/Bus/KxIH7wSZ4KlQkYvnSm5LI1thMNLRmUNm3AwaoCZb16/2TKXrl9wzlI85zB1dXbiR1\n6iyE1BQK9OkJ6emmrExkzWC4Zj8vvSQNavny6uTn9u1b4fffcTVpymaa6L57K8L3G80JT/UaZD/e\nAdupk0R/GBhQas6cIPljbqA+waCtq17fhyIulPPLvn0r8eeO8COtuEAp3ffMMIOy+brR+Mgh643q\nGpDPrNq9iJGRRKxcoVto27YG+7ZGa6f1GQR/e+RngwWX0huTefP84x5DGs8yjyQKMokBckGkTZmB\naLMR+2IfrDqJw42wcKG00T3xhJohsVhELlzwD/ZbbxlrGoIxg3FxBoFPFN30+ONqqUTkqaPE9u+L\nGBXNzJbfk0gxANbb25K08wBXzyWSeOofOvEdLzGDDbUHEkcKq2jHEjoQx/WA89f57ddYL18iu1cf\nxCJFVPdsNhPCW4cDV9PmWK4mYv99S4iHJWijFMvRG+V9TIbemfvtt3bVNNTz2UIUsf+2GW+JBHw6\nOQYBmjWTGlaunLmNLKtvP0SbTcUMKn1c85sbU+895RyQBbdBzdEz0ojr8RQRnkzeZgz/pMbQo0ck\nCc+0Y/mLK9gT3ZgFPMMxKjOQidQb9ww23NjwEDlrGvFtmlGw6QM0YTPHo6qR2f8NKvI3h7mbuzjG\neUoRgYvYQW8E2LM2aiStjz599NdB1JQJCG43WU93VzWscWPpPb35dSKtGI9aVuOKKUjMsEFB02mB\nWmChjTOghdlxCiUEee65SFq2jOb336VJGh0NpKcT+cXniJGRkpVXPtC+faAARIwtgLvh/dj371NZ\nDf0v4ZYwg4cOHWLu3LnUr1+fJUuWMHDgQKZOncrIkSM5f/48U6ZMCfp+dnY2I0aMIC4ujqVLlzJs\n2DBGjx7N119/jSAIjBgxAt+tzFr7X4LXq2YAbzSxrxGMQu3K0Epzy5eX+jpYPsCcxzog+HxErFqR\nrzr98ksG48dnm974lThzxmJYv4m8SVWOkt2kOck/b+H6mp/IfKk/1osXiPpkoupZI2bQseknBJcr\nbJMCsUAcadM+RbRaie3fF+HqVd2NNWLdaoSsLLJ6PJtXgWBEiq+kpAWyXDivui6PmzKIQTA4HNCY\nXzlLafZShyQKsYu6tLiyCJsJQUQJ9zkW8jRu7LRlNRMZyPYd+nMrL7eaIJA5YDCCz3dTotAazclQ\n6SDcbvUh162bm59+8mu0+vaVVPS27dtIGNqXVGJpw1qKtW7M6DO9yOr3Gtazp4kdOjBoziQZ8loO\npvHVG2ujSKKRcz4FIPPlVw3L8wtJbo1QSUZ6OmzfYSNtykw85coT+flnAfkH//jjxs0c7r3XP2By\nX/XtG5rQl2GxQL16gVokGXrEhZLYjc7NszWF1/LKU9ZF+XzwADLSXyMi3oioNPJNIjKSnPZPYEm8\nkhfkSgk9Jg+MzUT79XOxfbsUeVNeX34zUXPBpWTIJuIAz/AVhUhmLr1x4b/uqV2X9AlTsKSnScmt\nzYRFzoXXG7jfWSzqIpSuF1oE22cN83TmvqONahrHdUr07YolI53UT2ZwoVC1vHvDhzv9L0dHc7hq\nB76J78vODqOpyX62ch8dWMZ8euL1KLROKdeJ/mAUotMp+TdpYLOJhuOrRHaXbgBEzp0d8lkITANz\n5Ig+M6iHefPsIYU1lgvnsSQn467f0FBCJgjS/hds/JTwlUjA1aQp9oP784QKSgGp2XNRa46vt3/K\nDJZcTzAW7thw02pWF2zHjvJr5d58wbOA32e9w7Q21M34lR4soCHb+YWHKL3nB5bQkRe+akbMO8Ow\n7duDp3ZdUmd/QdzprWSMGMWV2ApU4xCRZFGeU0yjH9azp4mcrba6kRlivYB9ltOniJw7G29CSXJy\n54gMvSiqMqZMiWDd2eq84JiH4PEQ/f5I/cYjrS1lxNOcHPjuO2NiMtTeIpsdh2IGZYuIw4elAi0W\niJo5FUviFTJf7IdYqHDwAgwg56/VIus5ibmMmvZxvsr9b+OWMIMLFkiSmX79+mFTcDRdunShbNmy\nrFixguwgG/7q1au5du0aXbt2pVixYnnXq1atSvv27fn777/Zs2fPraj6fw2iKKnPlQzgL7/cGm5w\n9uzgqiMtkSBHXJM3uyNHLHTtGqnynch5rAOiIOD85itDauaHH4yzLd99t4+ePUNnANeLPCXn4lOG\nLgYox0k6soQD3MuluUsQC8SBIJDx9ruITifOhQtUQReMmMGItasBcLV5VHXdzCHlqdeAjCHDsSQl\nEfnlXFXfylEind9+jWixkNPhybx7/gNGr0IReMuWw3Zgv2qwZKLArBAhMvEcK3iMAqTyLZ05TkXu\n5SDvn+7B164ncaxfaxwxzOejw8oXKEwSw/iAjTSX2qtonzJnmtJsMqdjZzwVKxGxZuUNaweNGB29\n/HvKuZOSog5/HhGhDppQULiOc84s4no+hSD66MBSDlEdgAkTIsgYMhxP1Xtwfvs1PWyBBLgRgmlb\n9ZaNHp1k27NL8k2oXRv3Qw8blicTs3qa4m++CS/zeTDN4MsvO2nfPoqft8WQ07krgteL/ddfVM8o\nD1Bl4KJwoDz85foEDfokBP7++mt1u5XMud5ay8sbePkytr17SKlSl/W0yn1XuqdkGuRrSm2IKOoP\nuhHxaNSmYERn5kv9AYga/2HAmtUyLTLkevt8sGePJY+BKlPGR/nyUiVkglD5LIQvqLThZiATcGNj\nBi8H3M/u1p3M5/tiO3WSyPmhzc5kuN2BxKPFohYSmamrXp+HCl8vR1oEsONiIU9jO3VCSrvS/omg\n7/75p5Xr1wUsFjjCPTzEZrbQiMf4gfv/WZr3XNS0KViSk8l8+VXE4sUDyrHbQxPFAO4HGuOpWAnH\nhnUBgppwYIYZ1OYZ1Ot/2+FDAHmWMEYQhPBcR7K7SgLbyLmfAX7z1qgo0VR0YYA33nBx992BgicZ\nzz/vokIF/0W/kEZ/vnRlEXf+9QuuBxozNGpy0G9fpyDtWMnVhHtoz0pKX9hBTotWXPvjb66v3UjO\nY34XDGk/EPIEKyMYjS8mlqiZUxGSk/Ke8wuJA78XM2oEgtdLxrujEWPV0XTk81tvfsmWAauFR3E1\nvB/Hpo3Ydu7QbdN336n75vBhK+fPG7MeoZhBmakPJfCVITPdWQePEzVlIr4iRcnq/7q5l3Vg9F1X\ny9a4q92Lc9kSokeNyHf5/y3cEmZw586dOBwO6tSpo7ouCAINGjQgMzOTgweNVak7d0oRoe67776A\new0bNgRgxw79ife/CtmnZutW/865f/9NdBoMA1qneL+pkPT3pZecbNxo46OP/FSmL6Ek7iZNse/b\nmxe17I8//NNryBBzqR7Klg2uGdRuTHXq+G3nzpxRi+M/pw82vIxjMF4loedwkNW9F5aMdBwbNyhf\nCdQmnDlNxNpVkglnpcqqe2b9v7L7vIAvJhbn/LmILn8DKlTwYT18CPuObXjq1lf5ThhqAXLhrl0X\nS3qaKq9SWGaimZmUGdSdglznFabxFN9SkwPcxTG20IgOLCPumS4Urngn8U0bBQR8cc6fS4XTm/iR\nlkzGv7Eq544yiItK9mOxkDHsXQCiJk8wUVljGBF6eklplUT7X39ZVImVIyL8HX0XR9mfXpHYYYMR\n0tM5/+60PGY3Dw4HqZ/NwxdbgCfX96MB5iL1BTMT1SPy9eZY3kEzfnzQSSiPhV4fNW0aXkhLOQCA\nXv3lAAA7d1pxNZX6SbmuQJ3XqkgRpb+NeUpPKWgwwwxqYbFAXBzMmuV31lN2X926gX0i349YuQxB\nFLn28OOq8kA9bvLzAwf6KQajOhqlfAjFDOpqse6+h4wBg7FevED0mFGqe3pBPsDfn7Nn22nTJjov\nKbQeI2Um6Xww9GcqFTjJPJ7lFOV1n8l88y1Eu52oSeNwfv4pgon4ApmZ+nNSqQEOVVeLRdTt02HD\n9P2J5HGQI5vGkMZSOtCWNbgebkbG0BGq54JBfsaDneeZjQcrLx4bhJCWin37ViJnTsUXF0/mK/rE\nqykzUQCLhexuPRBycnAu/sbEC4GIijKnpfN4BJVPr955ZDssae48IZlB/bExgqtVG3xFiuL8bhGk\np5OVJXWw02legBEV5TfPh0DNujYQVSjNYD+m47NYSft4Gm57aGfndGL5+tnVfMzr/Nr4LVI/X4BY\ntGjAc9r5dZ2CZL30CpbEK8T2eyFvo5AZYq17XMR3i4hY/QPuOnVVTKYMub+CBWMTEcgcPAyAyM9m\n6D5z8aLuZaLIoBFbKEiS6nqo9SrPJzMacRkCPrr88iqCy0X66A8DGN9wIM+pANhspH02D3f1Glgu\nntd/5jbGTWcGXS4XFy9epGTJkth1RBGlSkm+FqdPnzYs48wZybG4dOnShu+fOnXqJtT29sH+/bdH\nYFefDz78UFpt48Zls3Vrep72ZeVKyRfgzz+l1aqVnGa+KEl8I1b/AKDKBfXKK4GLt1SpwN3zySc9\nvPaa2uZducmeOGHcT2XK+Ddp59zPeJhfWEF7vqZbgLZTliA61qqTw2s3WEeuj0VOq9YBN80yg2JM\nLDldumL95yI1jnybd336pBRihg4EIPONgap39AhNJbylywD+iGxgPgooQMzbg4nYv4dd5TsxC7/t\n/GnK0YRfaMmPZPZ/A3eD+7AdOUT8Y22InDFVShb98wZiRgwh2xrFy8zAh3+cjaTUWoLF1bYdnvIV\niFjyXVh+QloYHRx33hnYcco5kJOjFrbIB0wBUviRVhQSk8h4YyDX9h8lqd3Tut/w3lWF9AmTifBk\nMoGBbPzJQAWjgJJw1QY00RtrbftsO3fg2L4VV+Mm0LRp0G/J5Sk1tEWK+JgwwZwZnjKqm5wwXsmQ\nfPONTZUTKilJwFOjFr74eCLWrVYFklH6ApcqFShVNwOlj9uuXda8epiFLM1W+pgpv2+1Bgahku87\nly1BFARSWvo1PsHWf7FiSs2g+p7822htG10PJSDKHDAYT7nyOL/4HMvlS3nXtcGMZOzZI/XhiBFq\nKlGpbfcHkFH7DJpNLQFQnEuM4l2SiWcU7+o/BIiFCpM5cAiW5GRihw6iUIOaRH463Vi1CXz2mSPg\nu1LKG/XvYBAE82kMErhIiezTeb+bs4HtNORRVrOB5qTMW5jXOdp9WBRh40YrPXr4+1vZj8eowlje\noljOeeJbNiGuw6MILhcZI99H5TCsgJkAMjJyHnsC0WIh8tMZ+XIojokRTTNU8nMLF+pbINj2S3Ef\nPHffXM0gDgfZ3bojuFzYd27LE0I6nf71asVDZ74lcuY0HCtXUJZAWlLJOKnyKxPIVCnXpXYsKnCc\nBuzkfLlG+MqWC8hraIQUZ3EG8DGbW4w0DHKit/9kvj4Q130PEPHTehyrVwIoGOLcjvR6iX5nGLH9\n++KLLUDalJm6C9rPdAV+5/JlqdFFi4qS1rnqPTh/WJYXVE0Jvb2iCn9ylCps4UFOUIFRvMMX7xyh\nRQtPXmAuIwQzXzVCb+bSIP1nXPc3IqdDJ/Mv6iCY8MVbsRLXN24h7dN5N/SN/wrEm4wrV66IlStX\nFjt16qR7f+HChWLlypXFOXPmGJbRqlUrsXLlymJ2dnbAvePHj4uVK1cWX3jhhZB1cbs95iv+X8ai\nRaIobSf+a/LvmzFKyrKClbdjh/+ZTZuka8nJ/mtpaf7/t2mjeTknRxQLFBDFhARRzMoSx4/3P3v1\nqij++KP/91tvieKFC/p1uH5dXderV/333norsC3yv6ys3IfS00WxaFExmTixOP+IIIqXLmk+4vOJ\nYpkyUn1zckRRlH6WLq15rm1bqfBDhwLqGR0dxvicPCmKDod4mtJiLCnSO/36SS+3aiXVR4GzZ6Vb\nTz9tUN6XX0oPTJyYd2ncOOnSypUh6rJ3r/Rg1aritQtZhv2Zh/XrRbFQIeliZKT012oVl/VYGvCO\n1apf1tGjOvVYtUq6Wa+eKLpcqltm5/6ePYHfKlJEFKtWDXxWOXcjItTveHK3iuG8J4ogflXwlbz3\nzpxRP+t0qss9VKqVKIJ48b3ZIfuyenX/tbJl1eV8/736nQ8/1DQgM1MU775buvnrr7p9pfze6NHS\n/xMS/NefeSZ4f2rRqJG63MhI6fpvv0m/Cxb03+vWLfel4cOlC6NH55Xz4YfSpXLlRHHsGLdYjYNi\nAhdEyFt+IVGmTGAbS5XSb3/37qK4ZIn6WqtW/rLka5Mnq7/Rrp36nUaNRGk/sVpFsWFD8dw5/71v\nv5XeGTbMP/dlHDvmf+7SJXWZzz0nPXPhgv643Xuv/tw5elT6/fzzQTpJ3nSHDMm7dOedxnumsi/k\nfwsX+ot7913p2s8/S7/nzZN+z50b+Ok+ffS/Ia+pwXxkvMcocfCgKL75pijGxkoPRUeL4hNPiOKE\nCWLJIjmq93v0EMWPP5b+37ix9Peee9RnTWJikP4SRdFmE8X77gu8rvyOBY84mrdFDxbpQvny4t8R\nd+c98AU9xAiyVO/Ly0DZr8rfDz0kimPHqq/ZcIm7rfWlH/HxorhmTdC63323KBYuHLx9KvTsKZU9\ne7bhI263/jiWKSMdg9qx03t25Ejp78aNOh/weKRNtGLFgHNPi6JFRbFKlTDaJ4r+wX/rrby5n5Eh\nioMHi2JF/hJ3UzugwgOYIBYs6C9i2TL/bYdD/fikSerPffKJdH3x4kDapQdfiCKImztPM+wrvX/y\nvNDuT0rIR3LAejp6VJrUpUqJotstDhok3Vu2TBTFpCRRbN9eulChgkTwGUCeKidPBt6TySIQxQ4d\nRDHn69zDq3RpUUxN1e2fvP4kWzxKZVEE8SeaiinkrvOICFF8/HFRXLFCFL1eUTx/XhQ3bBDFa9dU\n5XXuLD1+5IimUoq5dPq0/3sPs1FMI1rMskSJ4qlTxh0aAkbj//8FN90pzZ0rRnAY2KrJ13OCZIUO\nVoaZ92UkJ4fnF/PfRHa2DYikbFkfiYmyRD02735iYtoNld+xo5MlS/yaWqPyTp2yAlG5z2SSmOjN\nFcxKdblyJS3v/ykpHhIT1fHRYzp2JnLeHFKWryYzsy0gSbUKFoSCBdOBGB54wMObb2blfkO/vhs3\nWmjWLDr3m+n4fCIAlSpJ/aSHlJQ00tIgZsibRCYm8gkjuIwUqezy5fQAM9XoFq2JmvMp11esxd2k\nKV5vNIKAv/9FkcK//Y5YpixJxUpDQJ/FAEJuO0KMT0wRop99njKfTmcftTjGXTB9LZ7yFbg+fQ7i\nVbX0W/J/jCEry01iYqAmx1KjPoWBnHXrSe3+fO47DiCCzExp3HTh9RL//IvYgZR3RuO1u4mNjdD1\nsctrU82GCJt3EDVzKo71a/GVSCBjxCjq3VMHvgwoXhdXrmRQqJBG4lf/QWIf74Bz+VIy3h1N5htS\nqgRJ4ifNsXvu8ZKYaLyOpRQJ6hC0druPrCzFOOYiNdVfrnb7SEpKg4wMRhSaRnpSNFuav03L3PYn\nJkpjISMiQiQx0T9en9aYwujz9Sk+5lXK0VTXDE7uS58vCnI1qT6fT1XH7dul8ZPRp08aiYlg//kn\n7Lt3ErF6JbY/j5DVrTvpVWpSNK9c/z6h/F5qqlSe1epDNgJxu/XnkxGs1kjAf0z4fFLbT5yQ1qEy\nMHRmplS20PMFCs2ahTByJNdrNcRTvwGZmVJdxg89zwMjHmEwf+DFwtd0Y1Cf8QyfFDqMcE5ONEpj\nllOn0jh/PrDt0rNuUlM9KPcKq1XZdum9jIxsEhP9om+32wkok0V7SJ27gAJeL5kNHiAtTdrDAK5f\nzyIx0UNGhtQ2i8U/L+T1C+Re88+frCwXiYk5XLminlfSs2nk5PjniHxNWab8vi46Pk2Rd0cizp7N\ntf6DwG7H7Vb32+nTaZQtG6soW92HWVlSuwBcLqlt8llw/bodcJKZ6X/G/14EoD6zLXjpzVzSiWY2\nzwdUV3ffLFEW3noX4dmXiJo1DeeiBViWLYNly5gYcYCuik3nyy9h6VIREGjcOIctWyI4fBiOH89C\nHvvk5DREMfAzMgQhhm3bBMaNy2bwYKeiTlK/xJPMCh7jQbZwieKkFKtIpSsHKeES2UBzhvARe6lD\ntWpeVXt8PvV6XrHCjXJu2e0etm4VVdc82EldtZZk+2E8FStLNotBzhZBiMLttqj2o2CwvDmMQosW\n4RvzAUltO+qakXz9tf+Mbd/ezQ8/yCbiPpKSspD3W20/yejfP4eUFIAIMjICzyL79q3EZ2eTXac+\naVeD11sUo/F4RN0zoGjRWP35U6k6RWw23MtWcu7ch4BAWmoqrdcPZwwzsOFlfcFONBj/KNazZ0l/\nbxofMpR7+j9KYmJJADIy/HSQRDf4z8fUVPWekZEhrYmUlCzOnfOiXNOtkaKInyxSg6oGe7UeRo2S\nvpmVpf6WGup1DbljUqgkMT2eJXLubE7PWML48V2km1dO427+JPa9e3A90JjUOV8iFi5sOL98Pmk9\nX7qUrjLzBxAE/z65dCnMafYIvfq9RtT0KWT1f4P08f4gKl6vss0ikxjAXfzFdF7mFaZTkCS6sogp\nZadhW74cli/HV7QYQtI1BK8XX2wBsrv3wtWsBe5adfjuuwQAxo51MX58DrjdRE2eQNT0KYiCBU/t\nOqw714K+FKINa2nPStzYeL/KV7wSbdze0JDp3mBjcnujaFHj+XfTbROduSptt4HtgitXtxsVJFFU\nsDLk9yMj9RmC/1XIKu+XXw5D9x0G3nknNPMMatNPOTm9Us2vJPYlYkYNOU9exLdfa8IvQ9myIjt3\npvPNN6ETbCkd1ZXmfcES7FosYNu/F+cXn+OpVJlrz78Z9D1Xayk/V8Q6KUCMKKpNL6ynTmBJuY67\nTl3d74WbMy5jxCg+5QXu4AKPsBZPhYqkfLNUCmxjULYREeNLKIm3TFnsO3fkmfzIyyVY1FfnNwux\n79lFziPtcDVrCajNCI0gFi9Oxsj3Sd66h5Slq/DUqmM6hQUYM4np4z7GVyCOyOmf5AW+OHnSvy3p\nWjO53cQMeZOCjetTbUwvOrAEAf+DekEV9u610KlTcH+NyM8/xZF0hZm8RLLgjzSmrbs2rP45e3mG\n8BGWnCyW8zjFuYQRDh+2UIHjLKED2y6UoWCDmsS3bUGBHk/RcscHVOA49djJACYS1+UJClWvTPxT\nHYie8BG2Pw+T1aM36WMnqcpcuzYwr5+y3mofsNBjrYR2jOWUHXrleL3SeIlx8VI+NKBAn+7Y/jiQ\nN49rLRpOict/sIkm/EF1uvMVby66D4vC3NkI2jUczDxOEALXp54fqdaEUO+34ycpd1R2p6dUPlOy\nQMGfy0z9fSPIfWFkqadN+aAtMxhjQ0wM2R2exHLtGvZdkl99YC48///1LDCV+73MK8h9H9xMNLDe\nXfiWcpxmKR1IppDqnlGk3LzyihUj4533uHbkJNd27MdTpSpP5SzgVaYA/ndlM9iav8/iGJWZwqu8\n2s8/6Q19kDIycC78koG+cdRlV14+Sk0tWMYTPMgWlvMY93CYz57ZyLWTF6hWOoWWbGAvdXLbr35T\n6YcMgePtdIq6c7haHTuee2uaSqZps4VOOq+qQ4kEsrt2x3r6FBFLF+s+c/q0fyIrIyXb7eb89+Li\n/GtTb5+Q11NOu8dCliWZiYZ50MbE4GrdFsdfR6jPTkAk9r3hPLx/KpcoQU++oOafc3C1f4KsV15j\nEONx4KbNfn+eZCWPrDXnVwYOkusIcOyYJSB3aE32k0w850uo42eEgpy7Ntg+kpQUSL7LcyzrmV4A\nFPhUitzfkG20GVwP+949ZD/ZhZTvf5AYwSDwm2MaB9aS4fFAxtAReCpWwvnVFypzUXkuFOMyv/Ig\n/ZjBH1RjGB8AkEwhZtCP5C07Sfr5d7KfehohOQlv2XJk9egNdhtRMz4hvmM7ilQuzQTeJJJMDh60\nIly+TPwTbYke/yFidAy+UqVwbNnMi6eHM5OXac9KfuMBHmYTm4t2DNpeszDy9f5fx01nBmNiYrBY\nLKSm6kchTM89fWIMbOAB4uIk4livjLQ0iauPjTUnYflfgcyEhZuHzCzMlrtsmSJCWu5moDxMlYTK\n8eOBp6y70YN4E0ri+HkjTnegBKZsWXNRvZRO2srDLqh/RE6OlMLB5yN99Ec0bauQuOocmO77HkCM\niMC+fRsQyAza9uyW3q19c5hBHA768ilFSWThyD9I3rITX9lyQcsOdvi6G96PJeU61j+PSPUM4TMo\npKUS9eFoRKeT9Pc+UFbrlsMwcmJ8QbJ79cGSmoLzm4WAOiqsXvujJo0jcu5sbMeOkrD5e5bwJAt5\nmjKcBiTmVutP8OSTUezbp08VtmrlgawsIj+biS/Cyce8oRu5Uoa2v7Kz4VNeJPXxp7iXP1hCR5TE\nqgzLmdMc5F6OU4kOLCPel4SQkYFt724i1q2hxZb3OE4ldtKAiQzEsWkjWK3kPPoYKV99y7WdB0if\nMBntAlL6yioh97kypLpRHxjBKBy7HoG9cqWdEiViOXrUgrtpczKGvoP18iXimz9I5++fZhTvUH7T\nfK6UqE5r1lGX3XxOb0p7T0sBD0JAyySZ8QVT4urV0JugtsxIXwaOTRvx3lkab6XKqq6X+7dXLzcJ\nCT4+/zxLtxzt3P/rLyvTp9sDmLQ1aySmXuszrW3P+fOWvNxZesh5tD0AEUsW635fOXblyweeo8ox\nN/IZ1NtjtOvESRZjeJscHIxDP/+oKQgCvnLlSZv4CRlEMYXXWcbuzxFrAAAgAElEQVQTxHE975FO\nfEenza9Tmb95lamMZKTy9UBkZhLfoS2xb7zCB94h7KABI3gPb7Zb1Y5HWUUTNrORpnRiMUn4CWht\nCgI5hL0M7TkX0D9OdUJwgBIlwvPlC8dnUEZWX8m3P9IgWbgsBAb1uWmzhRBEKN6R54ueYNJ2cD8A\n7jr1Q5al9f80i+wnJW3YBwzjE14lauZULhe8i7rs5kt6Ilj8bVxEV45RmRKrF2A5eybvuzJC7f+7\nd0vjPn58BOfO+V+046IcpzhORXy5DK2cu88swqUH89LWVKuOq/FDFDqyjQ8Yyk80x56WTPqI90ib\nOstUBChtWhkltNdEEXA4SB8zDsHrJfbF3iq6xIKXr+lGY35jNY/QlJ9JJVAI7q1WnbRPZnL1XCLJ\n2/aSPmEy1/b9ScoXX5PZ7zV8d5TiTSZxnlJMPvk4he6vg33ndnKatyRp2x6St+zk6uET9C3wFd1Y\nSG320Jgt/E6jfM0jPZgK2PQ/iJvOejgcDkqVKsXFixfx6vTauXPnAKhQoYJhGeXKlVM9G+77/4sY\nNEiSSl68eGukDtoD0WhhKIWR8oGv3NBDLgRBIKfTU1hSU6j815qw6ykjNhYeqpXMS8ygxKS3ie3b\nm6iPx2NN0Q+LbcVDzJA3sR07SnaHTribNqdhQ39ldettt+N+oDG2I4ewnvgbn0/dTxGrpEA4rkYP\nGTU1LMh1SCeWli+XCRrpJVSEMpCYQchNQI5fgmek6YucOQ3rlctkvdgPX24AGgiuSQwFsykKghEs\nWT2elZIFz/kUPB5/TkICCaqIbxYSPXEs3mLFuXrsNAfm/cY+atKVbzhpqcjJQZNzNYPqwQnmbN6y\npYeIdauxXrnM9a7P8Q8lVc9rx0DbX//H3nUGOE328V/a3r5j772Xghx7b5C9lyiCCm4EERUVURAQ\nFRwIioj4yhAQRGXI3oJMkaHHkKkIeOzbXXk/hKd5kiZpVnsp9PeFo2mTJ8/475GTw4CFDbc++QKr\n0QVNsRvdsdJ3vX9/F5j0NOR9uB9q4hh2oDlG4SPUKnMD14+dwpa1N1AIqfiuwbv4Dv3wGZ7B0/gc\n135PwfXfU3B73gI4O3SSNRzIKWxSnkHSL0wt5LxUSrLEiy9ytCxrxCjcXLIC7vtqoubx7zEe78Br\nd2BN54/gRAw8cGA4vsQBR0NE79mNqC2bZO/5/vvRuHlTvoDTW29l+11TU6k0kGfwwdRFsKXd5iIe\nGGHrH7LHSpdmcfhwBjp04IkMPTYx7TlwwI4JE2Kxa5fw/Nerx220gQPd+Ocff0Mauef27Q706hWP\nmzf9vsKNq0VreJPyIGb1j0BOjp8lOxDdot+R7B2iFJCzoKaAzBP4CuVxDrPxNP6Af6EQtQUgWBaY\nMCEGmzKaoBqOYztaoCd+wgHUQy0cRn3sw3w8CndMPFpgOy6gNMZiqq/CrxSZjfvyc0Qd+g3O5i3x\ngmMWrqMAJuIteLp0R/My1/DUU7Fg4MVkvAEvGLyAGXBDePCbNFFmhjVrCq+L5ycujsUbbwgV/7Vr\ntaW2REWxmjyDAOCpWBnOFq0RdWAfYr+Z53edC4vnQCIBuGdxCnCpUl6MHSsfaeTxKBgNsrIQtXM7\n3NVrBPRMAaS4T8Cv+cHZqQuyK1VHW2zBCMyEu1JlfNZ3nS9tRDBeODAR48F43Eh86w2/cWdnCw+M\nmL/S0VRDh/IRa83wC2KRg91o4qMB4nBLGsnJHj9vudaqvTStyRr+DADgNUyFC1E4PmUx11JB5U2V\nWkuI+QIpwORq3RaZTz8Px5nTyN+mKWKWLYHbDYzDJLTFFvyE7uiK1bgK/+qoAtBjjIuDs3NXZLz1\nDq5v+xW7kp+BGw60uLUasNmQNnU6bi9Y6ouwYgsXxhe3H8ZiDMIh1AEJ8R01yljUXfXq3ORGlEEN\nqFevHrKzs3H48GHB5yzLYt++fYiNjUWNGjVkf1+/fn0A0u0jyGfJyckmjtg6uHYtNC5oOQZCMywi\nZMo1Zu7YUVrCz+7JueMrp6yWvK4G9j+OYclfDfAZnkPxhTMQu2I5Et59B4Mn3I9eWCH6NosvMRxx\ni+bDXaUq0qe8D4AT7IYO5QiAnGs/507vwJhlS4WeQY8HjoP74SlREp4a90n+VqsyqCLN1QdCC5UI\nj6sR13olai+nDCr1E2LSbiNu3hx48+VD5gsvCq6pCROVg1rL5f/+J+9+9JYpi+x+A+E4ewbRmzcK\n3vmzz3gh33b+HJLGjoE3KQ9uffcj2PwFUKJLLRz+YhvOj58FFCiA8h+8iPkXWqNt5irBXlYqj/1Q\n30zEfzwdAJDV7yEAQmVSXGlQ/M5kXWNiGYzBNHhgw/t4BUm4jYIFvZg1+TLy9u4Kx8kTmIERaIkd\n+ASj4LVxEke7Dkm4hkIYsG8sBuA7PIfP8AWehrdESdkx0xALXHnycOFcx49zm8iIsr9hg7TBQkme\nOHjQDq8XGPdmLLZEPYjrG3dizkPr8S7GYtP0vXhzfWvfd1nYMD6OO6+x330reb/LlxlMm+YfTkCv\n74MPurF0KS9IS53Np57yFwbEa/nnn8IPml/jlPrsQYP97qskhNMC7BdfSO99OWUOkPbWi8cq1zIC\nDgdy+g+E7cYNxPy8SnKcxYvLS9j0fpJrLSEV/kfWIxo5mIPhmIkRcCIK0/GS33e14Nw5BrNmRaN/\n/3j8g9Joi82YgtdQCadxGLXxC5ohFjnY99wc7EQLPIGv4IAHSzAQpQuk+RdjZFnEzf0CbGwsbn81\nH3OjnkEN/ImtaIXoLetwIqc8Jv9QC2vi+qIWjmIBBuNP+POAQEpY/fpedO7M80gpz2C+fMLPSpbU\nRos5bx2jWUDNeGsivHnyIunlUYifMhHM7Vu+a3XqEKOEC3v28Afd4eCMc7/9loHRo+UFa49HPmUh\n6tBBMB4PXE2aqRqn5mqi1A/PzFmNKXgN7+EV3Fy5HmmJxWW/vgQDkZNcDzFrVsJ+4riAvlWrJjwr\nSh5fOvf+PvwBANiDRj4eovQuycke9OkjlKn0egYBrs3G+RGTsR0t0B4bkd2+k6Z78Z5BfzojNuTQ\n75UxYTJuz/kabEIikp5/Cp3H18UEvI1zKIvH8DXo/EvNSEjA369MQ1FcwdRR53Ht2ClkPz7cjyHR\nrWUImjUzpsW9+y7H6CPKoAb06cMpAx999JEvxw8Ali5dinPnzqF3796IUYgVbNeuHfLmzYv58+fj\n0qVLvs9TUlKwcuVKVKlSxacw3m2gS7DLNdQ2A3KMjCYmUoSI/l3p0jIeifvuh7tiJVT+c7UglEct\non7dhXy9OqNY2l/4BC/g98824/qvB7Gn50Q4XJlYgT44hNpYggF4GAvxNR7DY/gfXA8k4+bazWAL\n8BZHvleO9LNy+vQDGx+PmJU/CJTBmGVLYP/vCpyt22oevxy0KINEEV+zJkq+XUOFSvAWKsyFubIs\nlafh/93otWtgu34dWUOHSTSXVT8uMdQqxEuWKGskWcO49hZxX8zyKe4TJ2ajcuU7G5JlkfTyKDCZ\nGUifNFWgoHfpZUP884Nxa+kKuBo0Qp2MX7Dc2QMXirZG2updAceWNGcGHCl/ILvfQLC1uMbySp5B\nsSKUk8MgOpoFw3Dl4T/BSFTFSZxEFXx0bQjyPdgaUb8fQnbvfhgDYV/FbPW1XGQhFriSklj89JMD\nGzc6JK+bgUAl5k+etGHOnGj06ROPBg0T8Veplngd7yKjTDVBGDAA7EIzrs3I2jVgrvv3liM9WAGh\nF5QWQOLigNatPShRglsshmH99malSv4KkHht6dD3BKSj3s1NcFerDk+Vqn6/7dJFXhug77tsmfRk\nqW1nQKDF+JQ16FEAXI6w2v6VBFJ9Bs+f55gB8QjIeQar4jh2oSmGYy6uoQBewAz8Df8WUVogNuR4\n4MAbmIIh+B8uoRj+RmkMwiJcbsq1/diE9vgKj6MczuPzmJF+97MfOwr7lcvI6dQFbL78XNEwFEFH\nrMOZkZ9gFbqiEv5Cp6wfkGorgnGYJDkuNeGZDRvKR6eo6dkXCGJlXS3cNR/AzVXr4SlREgkfT0PB\nymWQr2NrJLz5Ghrvn4kKOI0ePVyYN48PfZaLQPC7t5t/V7HRgPQfVctXdSuDALLzFsEbmIKxeA9s\noUKKe94LO7LvNCKP+3K2QPb69FNhIqC4XIWcLFUdKQCAFFT3zYdSvlnhwv40S60MSOZZsMcYBvML\nj0YrbMcB1PcbdyAQuUBKdhK/s2CNGAY5Pfvg1g+r8Ud8fdTFb8hGDE69841f3rAecO/BINVW1F8z\nvzPeI0fMV22IPBxRBjWgXr166Nu3L/bt24devXrhgw8+wIgRI/D222+jbNmyGDFihO+7mzZtwqef\nfirwAiYmJuL111/H9evX0atXL0yaNAnjx4/HoEGDwDAMJk6cCEZzwlZ4gE46nz7dBEnxDsSK3cWL\nDD7+ONpPGNWiDMqGbzAMcgYMQpQ7G/3xnaZxRq9fi7z9eoC5fRsLm36KUfgEN6o1hKdiZXxT7FU0\nwy/4BU1xX9RJDMB3WIjBGIpvcAqVcHveAj9FhwgtbdsmCHqiEbCJSXC2agvHX6dQw3WYI8ZZWUiY\nOglsbCwyx4zVNH4liMNNlEALZGvXyiUBMnA1agL75Uuwnz3tWxspT1/cV18AAHL69Pe7ZkQZNCvH\n1VOzFpyNmiD6lx3If4prcE8LnFE7tyN6250+QQOl+/65az6Am6s3YOgDB7AaXVAPB1F2WDckPf8U\nHsZC3I+jiIIT9bAfnbEGcchEY+xGwrSp8BQpivTJ70nmSYgZX+3aPDd46qlYHDxo9/Ekh4PFWEzF\nGnRGMVzBYCyE48xpZPfqg7RZc+Ciqi2ePWtDmTLGc5/Fyp7LBfzyi526br5RSVyZVwx6/i5csAmK\nrBCFjcDtYZA95AkwWVmIn/mJ373o8FBaCaUFkLx5Wb/PxCxCah727qU8H3t+xVS8iqcwG6VxAf2w\nDHbWg5yOXQQ3S0lJx5kzaShWTH4OaNooVehBPFY10HLWPDVrwV29BqK2b0VCpn/JZqUIFFqAJ/to\n6lRugyuFiZa4lYKdaI56OIhv8CjK4AK+oHqY+o3RI2hFKQs5PjMfQ1ACl1AJp7EYgwR0bAQ+xVHc\njy6Xvkb06pWC38Ws+QkAkNO1JwB+aZ2IQcVPXkB3rEJ1pGBcwofoX2oX/kFp2fEHAj0msVDt369O\n+zkVh/Fqgad6DdzYuAMZo1/m+skeOYz4L2ahy4YxOI5qaDjnaTR7vy9OowIWYRD6ps6G/eiRgHGb\nM2bE+IwGYqMRaTavJl8Q4EIwL1yw6VIIyfo89JCyppySko79+9Ph7NQFntJlEPvdt4hPu+K7XkCk\nvzz9tHAh5fZBdaTACwYnUNVnmFOauvh41u+MqxVz27b1SN5/505+AeLitE2iUs6g2EAjtT7umg/g\n8Rq7URbnUAFn4KpTD0OGGC+QSOQbOQP/woVRgvBms0AU84gyqBETJ07E2LFj4fV6MX/+fBw9ehT9\n+vXDwoULUYA6XZs2bcLMmTOxb98+we979uyJ2bNno1y5cli+fDk2bNiA+vXrY9GiRXdtiKgY5cqZ\nJ8QVKsRi+HD+9AweHI8pU2Lw5ZdCTYAQk+RkD5o29VDf535LEwElwpbdbyDc9miMwTRBpUclOH47\ngDyPPwIwDG7PW4hdNbmiEuTwxcezOIh6aI5fsOzrVFz9eSuew0wMxGLUwhF4S/tboJOT+XeoW1e6\naFF2H64J6fOZ76Og5wrydXsQ9n8vImv4M/CWLKVq7GqgxQtEC/hKuTXOVlzj8divv/KtjZgBR+3+\n5U5+TCt4qlZTfJZWmFnwKPOlVwEAdVZMFN47IwMJb4/j/hw/MSCHPBFTC92wGh2wHtkJhRD73WIs\nxGAcRS04EYP9aIA16IpUFMZuNAWTk4P09z8Cmy8/V5HWwQr2uVjQoh//ww/c5BEjzpo1mXAhGt2w\nCk3xC5o5fsW1oyeRNnue9gQQlZCq7Cbl3TETgSr8ifdFSgrftP7NN/2FqeyHHoa3QAHEzfoE9lMn\nBddpT6IwF4//T4KoM4VUNVGpfU4EnZil3yJ/9wfxKt7HbDyDE6iKr/E4ACBn4CDBbwoWZOV6gEuO\nTQ6BcqFWrcrEunW8tiR+n0CCYnaf/mC8XjyExX7XlIQlsl/sx1MwemdfbENLtAdXAZLQYqlzP+Tw\nKyiMqxiHdzAU3yATyu1CcnIYlC8f2BiiVtGhjWBZiEc/LIPTFoOkF58XeJyjt2wCa7PB1aw5AOl5\nPI1K+DxmJC7H++fpEsFXzbhoZfDWLeGDxE4NPeeUCKh6lEGAy6/KHPsmbq1ch2vHz+LIez/gCczF\nGVRA+a0LELNhHSrgLAZhMV46PQIF2jZD3gG9Aoa5SEapZGYiasc2uKtUVZUvCPCVYtes0T45Yu+k\nHK8qWJDlinDZ7ch6bDiY7GyU3C5daZV8X+o5YlRHCq4llUU24nxFZpTOfL9+bvz0k/A9pSogS4EU\n3KOjKMTP0+4ZJEqXv+L3xx/CyZTbfw4Hiwsoi0sogcuXbWjXTudGFYyL+1cqfBUArlwJjqOIT925\nOx1RQVMG7XY7HnvsMaxduxZHjx7Ftm3b8M4776BIkSKC702dOhUnTpwQeAsJWrVqhSVLluD333/H\nnj17MGfOHNx/v38i+t0E2sJSsqQXdjuLRx81p93E5Mk56N6do9KnT3NLLz44hHgsWZIpEJ4I46IV\nEyULibdkKfx1fzdUwSm0x0ZV40t4bzIYlwu3v/wGzs5dfUScEBpSbhkAHFEM2Hp10XrZY1iKgciW\n6T1YokRghdrZtQfc5SugT84S7D1XAlFHfofrgWS/3Dqj0GKtovUGJatodv+HwMbEIHrjOrid3OKJ\nhd746VzJ7MxR0rk74hLoWmCmlczVsjWcjZui5J+b0Ri7YbcDzJUryN+pDaKOHUF2/4dkK7vSIPO8\nER2wff6fuLFuC97DK5iD4fgVjfBjTH98hFE4i/I4iDq4uWQFnJ27+n4fHS20hooto1IMnZyP5GQv\nKlb0goUNu9EUh6Ibwlu0mE/ifOklDbHCOnH9uk2wf2iBdNw4488/e5YJaKkXC9g//xzl+zx/fn9h\nis2XHxmvvwWGZZH48ijBdXHhGPp34ucpeQalPOAuFxC1bQuSRo8AG5+AAViCF/AJ0pEID2yYX3E8\nPBUqyb+oDNR4MnbvVhb0Gjb0+PK3APVFwAiyBzwM1mbDKHyMJggcLk3gcADRq35E/nbN0eS/lWiJ\nHfgJPWA7d1bWMxj71RwkX1mPXWiCyRin+llyoN9NbXi9eH1PoBr+e/Y12G7dRNKo5wGvF9GrVyLq\n90Nwtm0PNj9nlJZTql0uRtF+I1dciQbtjb54UShuiUMo9RjWlPK6tILNkxdfXeyEeXgC9+EP7Jm4\nErcWfQcbPKiNQ3gCc+Gq1wDR27ciz7PDFa2b5GwKojv27wXjdsPZsrX0jxRw4YL29yPrQ+ZVjZct\np98AsDYbim2VVwbF69a5s7+CUxknUQxXcCZemGsqxy8ffdSJQoX8K63TkQtKKFeOO5h0NVNAeI60\n7i85z+CSJQ5kZQknU+6cCItRsShVih/Q8uX6+oCTcR0+LP1CUoa6qVONR9mRd4l4BiMIOcqWZXHq\nVDqmTTNPgAxkfZTqmQXwh51WBufPV44vPNriKQDA2/ZJiieIuXYNeR7pj+itm+Fs3BTOjp0FYyWM\njuY9hCBIJQrTUFUchWGQMe5t33+zBj/G5R7mzSf/Gx0g4xeHmcgMSR1iY+Hs0AmOM6dRLpVrhUEr\ng/aUPxG9czuczVvC1Vy6KiqtZGtFIEGN5Fu0aqXOIpg5cjQArtx38t45yPtQHziOpyBr0GCkffCx\nqnvQ+8TriIEruR7G4j08hTlogl/xTP7FGI2PUBPHEPfHdrjatBP8PipKuM/FQp+UEE4zQzrc6/XX\nhRNUqFDw8oBp0AoU/S6PP27csHTlii0gQ9y+XVo6sNlYv3A4Mr/Zg4fC1aARonf/Avuff/iu055B\neq9KKeVE0UxMVPYMkrDShCgnEl8dDXi9uDVvPg5V7otP8QKK4D9Ew4nFlfUpNlWqBI6G2LZNm7dD\nqzDHFi2K0z1eQHmcwy40wyIMQiwC93gtvusH5Hn6CbAxsXi30fd4GAsRh2wkjntVkj9E/7waia+/\njFvRhfAUvtA2SAmMHx+DUqUSfedYbXi9lFEr5vUX4GrYGDHr1iDp2WFIeuVFsFFRyHhtvO87crTW\n41GOmlAjFNLVIcWGVzEvNqIMmiWgEl7rgQO3GrSBs31HsLDhMGpjHp7Aze9Xwdm4KWJW/YhC1coj\nb68ueBTfIApCusIXM+PfP2YtV1DO2b6j5nHpiV7hPYPcv2p4qrdoMbhatEKeEwdRHP/6Pqdz98SK\nz7BhnLbUuLHbx+fagauMvC1Pd8F35Qw4RJbSUvGyfHmexpCQY3EUkZ5KrARyOYObNvnTLTllkN7T\nhQqxuO8+L8aMycFPP2X6tVVRC7Kn9uxxSIawbt7sP5j4eON8N5IzGEFIISYWgcKRtGLFCmWqSsK/\nxIyJHECxYJzmXwHdh3/KNcNGtENjzy/Aq6/KPRB5nn4cMRvWwVU7meuBcwfiipp0RUpC4AOFPqhl\nIs6uPTAiYS6mFJ7O9XJTEbOjNY+BCDVaY/eVcPMm8E/zvgCApF+4UC6aAcd/+hEAIOvJZ2XvYSSs\nIpCgRpiUUkltGq427XGg/RiUxQW0+34k5xHs3Q/pH81UHedy4gTPDLxef8smvbelGFJUFKuYMyi1\n7nINx2vUEHLjUKU60+eS9o5rpSeTJvlbVNPTAwsZb70l1cCbmydZoZdhkPnsCwD4fQsAMi1rfXTh\ngQd47jxvXhb693dh9Gh/KwV9LrZsyUDPni7MKjQejrNnkD3kcbjatMcbbxDJh4EXdt3rFax+sVpR\nf+uHaIzdOIxaGITFWI8HYbvMF2WLQybK4LwvlL89NqDa20MAux23FyzBwZLd8C0GYStaIWbDOlQ/\nxQn0NhtXoTj267lcj0i7He82/kGyhYRWzJ4dDZeL8RWtUesZlKT1DgduzVsIb958iF2xHLarqcgc\nMQqe+2v6viLvGVSO7CZ04Zln5AX49u35vSmODBHfW89eI/fQWkBGDjStE4+vfn0PEBeHW98uR+ZT\nz8FTrBiid+3ENxiKlegOG/yL5fjYKMsietNGsNHRvpZIWhAqZRAAnG3bAwAexHrJ50utm93OwuPh\nDTwNwdXAaP6qsNl8ILqZlCRkLkpjfvNN/mDI5bMZUQb5HqPCz+UiLKRA00HSOueVV5xo3NgjELHo\nPPzA4+L/lkqh2b3bX3ZT48UPBDUV3sMZFmFZ9xYyM4Hz560Zd0yIh5gIyVXlVFKIPF4GQ/ANshIL\nAdOnI2nE04hev9Z3mpjr1xD/3iREb98KZ8vWuLluq2T/O6l4dKm2F1JQXRyFYbAo+nEsKDgyaBK7\nrwWBfCFdTcjOBqpUSULyK93gggMDsQRRcPJE1u1G9LYt8BQrDmcHeWuskVS2QHmQZA21MKVdnSeg\nEX7Fxofn4Oayn5D22Ze614Quc64W0dHCPAk1YaJCzyD/d27VuaJLnJcpo18iGDrUf/KysxndQobN\nprzfnB06wl2xEmJ+WuFTWuQYOWHKJEQKACpWZDFzZjby51f2DJYuzWLua3+iyPxP4ClW3BcZIK7w\naBWlDtC3l27eZLAHjdEEu/EjeqAFdiJfxzZ4Gp/jdUzGZRTDeZSDF3acRgWsRSewdgduzV8CV5Nm\nd8qxM3gOs8A6HBiwbjiS8RtK7lyG/I3rIunV0WCyMpH+3ofo9V5tVKtmnqRE9pg4JE0OcnSVLVwY\nN9dsRPqbE3Hrq/nIfPl1wXW5eXW7pVto0NcBZa+D0l4XX9NTJEVOYNcKluXaqtD0XLz3fWubkICM\nd97FjT2HcH3br3A1aISOWI9jD7+DxEQWZcp4/arO2k8ch/3COa4Yk1+vj8DQ0/6I5BtqCRMFAGfb\nDgCAR7CQ/4ySe6TW1OGgc8lYNMUu3EReVO5aCWXKeFGyJLeZAykSYqOpEv2R4jniCsVGGq3znkHh\nPc+d8x+U3P5TmnP6bA0erH4D0zKd2lxZvTm1NCLKYASm48EH41G/fqJkRTcjh1cPxMRGLkyUCFJa\niqAcOGDHJZTAquHLgSJFELv0W+QdPACFKpZEgXo1UfD+ykj48AN4ihRF2rRP/B6qFKNNC3ZffZUl\n6DEm/J5wQpWEWEGfwSCAzJ2RHD0ay5Zxk5CGPFiKAaiKk5iI8T5iGbN8KWxXU+Fs10HxxS5c0E8G\nAuVBknfVojx4vDbsRSOcavIIXC1bG5LIWdafEZC9I1e2m2taz/9f/HvyLsJ8DP4/9FTnljJIN0I2\nUkBGyiLPsvotzoqeQQBwOJA99Akwbjdivl/me54UCF1QO8e0EGE7ewZ5nh0OxuNBxmtvgk1M8vsO\nGa9VYGQsmUhAL/yACRgP+78X8TmexWSMgxsO/IxOuIRiqICzuIAyODPrB7juFKYiBR8qdKmMjAmT\nkZBzA7+hLupOGwrbjevIGP0Kbuw+gOzBQ1GhAosdO/TlAUmB7GH1OYPydNVTpSqyRoyCs1tPP2le\nbv+wLKPokSIKj94CXGYUdiJhnbIVp1Xixx8daNUqAQsW8AeAzAsJvZYyrHpq3IdbC5fCU7wEqi2d\njA7xO+H1ctXKAf4dYxd9A4D3umnFmTPaK4r26BEPgO8dunq1ujnyVKqMrOq10Rw7EQ1u89FKltS6\n2e1cxATANZuvhNPYjpaAzebjJ2roptig8dJL8l5nqdBVcz2D3L90ysHffzM4eNBfG5br40v4/8SJ\n/oIjPY9a2qjR501trqw5yqB2WSacYCFWd++AhLFdvswgNZWRjHEOFZYvdwg2t5wySIiU2EqbnCwd\nd3blCoOlS7lTO/9kE+DiRdxYuxlZjwyBp3xFwO2Gp2p1pD4Bxm8AACAASURBVI97Gze27IK3bDm/\ne5DDRwgpDZqQdOvmRuvW0uYaMaNWsuoEWxEnBNNIKwcahOECwAuYgRvIh1fwPpIWfw3H4UNcfkx8\nAjKfH6VwF2MoVcqfMhYqxH9G5j9Q9UkaUsUHtIC2OHLKoPDZQ4c60a6dG+vWSQuuDAP8+68Nly5x\nvxMzHHJG6L1Eh8sqKYOhUg6PHOEnz4gSITVeltV/Vhgm8Hiye/YFa7Mh5nuuLY2Y+bZvz3H2kyf5\nCqVq4HBwA4+fNhUFmtZD1MH9cNWth5wBfLVQvaXdQwHjY2HwNibg5orVGI3peBJfoAb+RBf8jBK4\nhBhkowLOILtxC98vyBm02YCs4c/gq46LsBWtcLlpd9zYtBOZY8epKrDTqZNL8K8aLF7MEXm1Xi8x\nre/dW90PGUafZ48ImJ07u1Gjhgdz5gTOxxTeW/jcsmW1S5kbNnBzNGGCdm8bja1b/TUcX8uNO/qI\nnNLL5suPtI9mgnG7sTC1I6pkH0FKCjdxDgcAtxux3y+Dt2BB5PQdoGt8M2bE4Ntv9Wnd27dz71a8\nuHqixTaoi2i4UBNH/a5J7Qm7nZfr6oHL3f8WHF1xOFi43UD9+gnYt8+BqCgW//2Xhrlz/feL+N5F\nisiPmaZVvGdQ+B0jiguh8VOm8Brqv/9KE285ZWvtWm7NSF4lDVqG08KjaAO/WtpgpmfQjJBTKyKi\nDOYivF7OS/jQQ/G+z0LtGbx61YaVK/lTKacMkjy3LBH9osPRaNSvz5cVL1CABRwOuOvWR/qHn+LG\n1l24/nsKbmzdhawXRoMVVZglIMTC7Wb8lDi1OWhixUuJKATbM2hUyREjI4Mf7A0UQHesRBqSkOfl\nkcjfviWY7GzcnvkFvBUqar53x47qqGzLlv7adb9+/CST+dcSWmF0nrp355//zz8MnnxSKCglJQHf\nfpuFBx6Q5pQkDGbwYC5HUc4zSDMiuoqbUpiomv01cKALGzaoaMCmEkqhbnrg8ZjrGRQXlGGLFoWz\nTTtEHTsCx+FDfjSR/P7RR4WW/0CIjgYSxr+GhPenwFuoMNLe+xA3f1wrGJB4fXREtAUNevrQSd3D\n1awFEsY9hy/xJK6gmO+aEzEAGEFOM5kPst6/VeiLNtiKI+O/had6DVXPnDw5G//7XzZWrszE55+r\nDy0h3pgXXlCXK5yks2WnkiCqpoBMvnwstm3LRM+e2iROMX1btEibMgmYlysolXtF5oU8Q6lfqatN\nO9z+7EvEsVn47MYgXw6qzQbELpoP29VU5PTobaiP0datxhhnz57qJ8uTXAcA8GKLvX7XpPYLrdjc\nB6741bE7+bMOB2dQJBE4SmGrJ04Ib67EN+lxyHkG77tPvzZIF+4idQUSEvg9ULu2BwMHcnMaSG6V\n86YqXZcD/Tul/T9hgnl9uunnRsJEIwgK/vkn95fg8GG771AF8gyS0EQaUgeS9pSoae8gBTpMVHwA\nlRo+0xAzsECeQS3KoFbFnSgVZvV9I2EpBL+gOZpjJ7x3Qt4ynxsJZ9fuEr8MjA8+UBebxTD+Ya80\nwyCCpVKvRDHk9qBa0MLs66/HChrvAuo9BsePcwMQK4P//cd9LreXjBoUZszIRu3a5sWiVK3K3atu\nXX1cbP58oQdV6jyqBVdsQfhZnjz+38t+aDAAIGbZEj/FU+zJkaOh4jEWOr4b8V98Bk+Zsrj58yZk\nPzbMLy5LvHbiNhi5CTO8zORMkb5kUqCLDBEFlNA6pT6Dcihf3guGARo18iA+HlixQrif5Oho5crG\nzoAZQpuUIUXcZzCQ0apSJemBiPkAXXZfLbTQVTmwrPR9+Ari6sJhc/oOwPqEXqjqScFj+BoAYLt2\nFQlTJoC124MaoaIEUnVTS0SO6wGul3XvMvsBAC1aKCv6tJe3Bv6ECw6cQmUA3DpLFeahz1DBgtwY\n6fB+AChdWv4M0PtOTlG5/37ugw8/1K4Y0fRl5kz/yfvqqyz07cvxUj3GQVo202L4pevIkXm9fRso\nUiQJ337LH6qHHuL5/MMPG7eaRJTBCIIGccN3IPSeQQCYNSsaTZtynjy5PlIkH2PXLn9NJjVVWSpR\nqramBN4zKMxVrFXLo5qwi79npjKoFZs3cy8kVuICQW5PSOXrHUUt3Pp+JW59sxgZb72jdYjYuxf4\n7LMsFC2qfiOOHClcX1q+Jn/v2OFQvbf9KtFpBC1ESrXNUFtRk29tIvz8t9/sOHrUJmuVJD08Af/9\nREIcg4UuXfwHVbOmFxs2ZGDZMn35XET5JeA8g/oOilQBmT59/MfsbNcB3vz5EbtsiUCSmj49229O\naQ+54B6iPJbyC6YCANI++QzeUqUlfyO+N2lBYQVo7TNIo2FDbg7J3CudLaXwM/JMJWXw2WeF9KBt\nWyHR5YrS8MiQcYJXqBAaZVC5yIX/Z2QueOOe8kIsXy7t8TMjQsRoyJrLBZQsmYjVq/01PcLzibEv\nPt7vK374sOi7cCIKU/A6EpGGhPcnw3bjBjJHjpY9c8EGKQqlZAARw1O1GtjYWDh+PwQAAUOA+X3C\n4j78gVOoDBeifdfo9Bqy3+gzNGeOtLJWpoz8mOl9K1dNlBS10VOnYMAAni5L5f7TIf9StIh8V05W\nE+YMqh+X3Q4MGsTRGJLC8fjjnIY4ahT3b/PmbuTLB1y4kIYLF9J0Rw2InwtEcgYjCAKWLPEnwB06\nBNfs8MQT0ooZCY2TqyaqxPwDFZVRw0SkQAvj+/ZxJ/H553OwaZN6oVZrzqAWZVCr4vj993dyKAP0\nZxRDbswFCkgTeHdyXTg7dVF9fzrktlYtoG9fbQpLpUry1JG2/v39t7oJI8K9lqRyGsOH80xMTxU6\nAjpMWYz9++2yghitgIq9WCVLsrhyJU3QDoGGkfECXJVMMex2oHZtr+42NWLvmPECMsL7SQoCcXHI\n6dUXths38MC5Vb6PixTxqvZK0db4htiDfPu3wNWwMVxNm8v+RrxedJ+43Ib4vZOTE315rXKoUoXb\nZ3XrcgvGK4Pq3ovQuHXrogQtRZTW4O23c1C9Ovfc+Hg2IJ2U6lsGqN9jjz3mxMGDnIWN9oCo/b1W\nZZBlgblzo/Dzz1Gy36FRogQrScvMShcwglu3GEk61q+fC+XKcWNesSIT7du78dhjgY26/8RWwiSM\nQ1H8h99RG3H/+wqecuWROepl08euFmSeNfV4dTjgvr8WHMf/BLKyAtJOsgdq4Qjy4jaOoJbvmjg6\niQ8T5T+XikBo21aZD9OyjVzOoBHDKq3E5c3L/UvTVJuNPzvHj9v8nk2+27Kl9P3lKnCrQcKdLCSn\nE9i1y44dO4QvSBwUsbHmhfrzOYPm3M9qiCiDFkKRIl40ahRcZZDEeMuBJH6LoXRY+ZLK5oK2dp05\nww2gQgVtwpm/Mig/1mCHiZJwlREjtHlK5SpmmSVM0I3R9bS9EHvIatXi9zA9RrXz9d573CD+/FPf\nC0ZFAePGce8k9g41aKCekhOB+b///OffZgPeeYefLKlqaYD0fmIYeWupXiVrxowsdOrkQr16/vTD\naK5Z167COfN49LeWkCogI8dcsx4bDgDofHQaAD5cUe0ZZdMz8Arew/fojd3gepsFClUT39uMZsVm\nQeq9x4xRlnQ8HgZFi3r9Kq/SwuHHH2dJemfF39u/3+4z/AUS3shz5NaK9vrJhR9evMhg+nTpg/LW\nW/x5q1vX4zOCPPKIyxeWaYYyKEVjvV4Gr78eq/gdMaTzzKyzt8R4+WWeJ9Sv78WiRVmqvCsOBzAd\nL+Eo7kdFnAEbn4Dbs78yRSLXGzVFeJpWw477gdpg3G44/jwWkOaQPdAGWwAAq9DNd02siEmFiRLv\nZdOmPDH88ktlb2TFivwGl2stYVadAjJ34kJp5LmrVkXhww+FZzVQGDU9L0r5qEq/zchg0KuXv7fh\n+HHzLS1y3te7BRFl0ELQEsagF0oWorNnGUEZYRpKjJUcjpwcYM8eu2ludCIkuFwM3nwz9s5n2uZI\nzIQDHWS9eWpqGBUh9I0aqVNIxozhGLKcsPz55+aUJaXnRE+YrHhO6Zh++n6B2lCIQXL2zMTCheqL\nNFSt6kVqKoOpU/015CNHbALPvpz3W24+5cJ29IZ9DRzoxjffZEsK1kYFAfE7eDz6BTOpAjJyZ9JT\ntRpyuvZAhWsH0Bk/A+Cq0op/T7xQYjRZOgbvYSx64wccRzVc+HgRnA92Cjg+GlaqJiqFjRsd+Osv\n+UHm5HDCsDj8n94ngwa58emn2Zg6NRtHjwpj2Ol9zTDAwoUczQkUDULmTW7v0fufjnCg99X48bE+\nwxCNkSNz8NxzvPIqXjMyZrWhzFeuyNMZqfMkjnBQUxNFiicSXvzuu9l4+219xS6IgVErPB6gXLlE\njBwpraTppRl2O9fGpBH2YEqD5bi+/Ve469TTdzOTQAw6Wqt4k7xBx++HAsoFZC3bYRMAYCea+10j\nIMY5+p5kbHRkRyBvZJEiLObNy8LmzRmy+Wx6cnylQOawZ0+eIDCMkD6SyrYEZM/LyZz051qjx4gc\nKC5oGEzwYaIWZwo6EVEGLYRQ9LRSUgaVmKKSEkWuvfJKLLp3j8fy5eZUSCFjTUvjPzPasF3pPbxe\n/cJf2bKJAQVkogypZUo1anDUNNhhCVqVNDHEniM61JGe79de07Z4RrwycuuYL5/6exQuzOLsWekb\nEaGYQNysPNA4gnXWpcLRzH6WsWqirJ+gqXQmM8aMBQC8hnd9n4mLXfTp439Aojeuw317voEXDBrh\nV9yPY8jp3M3ve2KY2Qpk2jRzq9nJrePhw/KSu9PJKStiZVC8Bg4H8PjjLtW5wnJGQwKpvCgatPBH\n0ws11THFTib/6rTcv8EqILNypVD7U6M4SUWkkHE+8YQLzz6rr8DF7Nm8NFylSiIyVWZQ7NxpR2Ym\ng40bpXm1XmWQrF8mErC/RHfJllF6ofcsknkm+b8kdDoQ3HXrAwBiVyyD3c55S7/+Wlr7IPukD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ZjzKo5z21hImKhbAcall4YZylvq99PKHA5MnyRJoU2Dl2jBs8YeKPPGJMkaFbKsi1d9AKqZzS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\nQgghhBBCCGGH/gc6PZnvb5YDYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f133d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -8.061441e+00\n",
      "p-value                        1.638895e-12\n",
      "#Lags Used                     2.500000e+01\n",
      "Number of Observations Used    7.180000e+03\n",
      "Critical Value (5%)           -2.861943e+00\n",
      "Critical Value (1%)           -3.431261e+00\n",
      "Critical Value (10%)          -2.566984e+00\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "ts_decompose = residual\n",
    "ts_decompose.dropna(inplace=True)\n",
    "test_stationarity(ts_decompose)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Dickey-Fuller test statistic is significantly lower than the 1% critical value. So this TS is very close to stationary. \n",
    "\n",
    "The residual apprears stationary so **Number of Differences (d)= 1**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AutoCorrelation Function (ACF)\n",
    "\n",
    "The Pearson’s correlation coefficient is a number between -1 and 1 that describes a negative or positive correlation respectively. A value of zero indicates no correlation.\n",
    "\n",
    "I calculate the correlation for time series observations with observations with previous time steps, called lags. Because the correlation of the time series observations is calculated with values of the same series at previous times, this is called a serial correlation, or an autocorrelation.\n",
    "\n",
    "A plot of the autocorrelation of a time series by lag is called the AutoCorrelation Function, or the acronym ACF. This plot is sometimes called a correlogram or an autocorrelation plot.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dckMbvTy6lydKbDDKzVYVFJtUQFgEAABAA1VvwfHDDz/UggUL1K1bN40fP16p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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f9be50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_acf\n",
    "\n",
    "plot_acf(oil['Value'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rq7N69ep2969Zs6b5uI7svffmumz5pswmn/jEJ5Ikr7zySuezBQAAoF2dxl1N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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118e3f810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_acf(oil['Value'], lags=5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Partial AutoCorrelation Function (PCAF)\n",
    "\n",
    "A partial autocorrelation is a summary of the relationship between an observation in a time series with observations at prior time steps with the relationships of intervening observations removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ACkDcAQAAFIC4AwAAKABxBwAAUADiDgAAoADEHQAAQAGIOwAAgAIQdwAAAAUg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\n3/6DzSZOnJjLLrss119/fS6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AACyA4g4AAAAALIDiDgAAAAAsgOIOAAAAACyA4g4AAAAA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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1186bde50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_pacf\n",
    "\n",
    "plot_pacf(oil['Value'],lags=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this plot, the two dotted lines on either sides of 0 are the confidence interevals. These can be used to determine the ‘p’ and ‘q’ values as:\n",
    "\n",
    "**p** – The lag value where the **PACF** chart crosses the upper confidence interval for the first time. If you notice closely, in this case **p=2**.\n",
    "\n",
    "\n",
    "**q** – The lag value where the **ACF** chart crosses the upper confidence interval for the first time. If you notice closely, in this case **q=3**.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ARIMA(p,d,q) Model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:496: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  \"Check mle_retvals\", ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "\n",
    "model = ARIMA(oil.Value, order=(2, 2, 10))  \n",
    "results_ARIMA = model.fit(disp=-1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arima_pred = results_ARIMA.predict(oil['Value'].index[6000], oil['Value'].index[-1], typ=\"levels\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11b698550>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gLy8P/fsPQnR0jMNyISEhGDt2AgBgw4bvLfvN4/QOHz6Af/7zJXTr1gEDBvTGhQvnHI7h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\ntOOk89IfRKMWAz4iIiKiKpcY2xR2DV95ZA+f++jNlPsTM3x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rw+cvQcDXbco05mskHMXq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\nCCHETv0/z4VoD98oOnoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118e3e5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(oil.Value, label='Original')\n",
    "plt.plot(arima_pred, label='Prediction')\n",
    "plt.legend(loc=2)\n",
    "plt.title('RMSE: %.4f'% np.sqrt(sum((arima_pred-oil.Value[6000:])**2)/len(oil.Value[6000:])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recent predictions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7570"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(oil.Value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arima_pred_recent = results_ARIMA.predict(oil['Value'].index[7500], oil['Value'].index[-1], typ=\"levels\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11e011dd0>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mGGJRZUATYA76lFq0hHOZNwDIqQj6qgaWVUUGy+ElFSEty/km7UdTTUs770lo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eGHMU1zwdYistLMW+gD+MM//EO++c1vsnbtWh555BEefPBBAoEAX/va1/jGN76Rl+2+RUSWi9oy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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b99c110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(oil.Value[7400:], label='Original')\n",
    "plt.plot(arima_pred_recent, label='Prediction')\n",
    "plt.legend(loc=1)\n",
    "plt.title('RMSE: %.4f'% np.sqrt(sum((arima_pred_recent-oil.Value[7500:])**2)/len(oil.Value[7500:])))"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
